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Schmidtke D, Conrad M. The role of valence and arousal for phonological iconicity in the lexicon of German: a cross-validation study using pseudoword ratings. Cogn Emot 2024:1-22. [PMID: 38773881 DOI: 10.1080/02699931.2024.2353775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 05/05/2024] [Indexed: 05/24/2024]
Abstract
The notion of sound symbolism receives increasing interest in psycholinguistics. Recent research - including empirical effects of affective phonological iconicity on language processing (Adelman et al., 2018; Conrad et al., 2022) - suggested language codes affective meaning at a basic phonological level using specific phonemes as sublexical markers of emotion. Here, in a series of 8 rating-experiments, we investigate the sensitivity of language users to assumed affectively-iconic systematic distribution patterns of phonemes across the German vocabulary:After computing sublexical-affective-values (SAV) concerning valence and arousal for the entire German phoneme inventory according to occurrences of syllabic onsets, nuclei and codas in a large-scale affective normative lexical database, we constructed pseudoword material differing in SAV to test for subjective affective impressions.Results support affective iconicity as affective ratings mirrored sound-to-meaning correspondences in the lexical database. Varying SAV of otherwise semantically meaningless pseudowords altered affective impressions: Higher arousal was consistently assigned to pseudowords made of syllabic constituents more often used in high-arousal words - contrasted by less straightforward effects of valence SAV. Further disentangling specific differential effects of the two highly-related affective dimensions valence and arousal, our data clearly suggest arousal, rather than valence, as the relevant dimension driving affective iconicity effects.
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Affiliation(s)
| | - Markus Conrad
- Psychology, Universidad de La Laguna, San Cristóbal de La Laguna, Spain
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2
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Calvillo-Torres R, Haro J, Ferré P, Poch C, Hinojosa JA. Sound symbolic associations in Spanish emotional words: affective dimensions and discrete emotions. Cogn Emot 2024:1-17. [PMID: 38660751 DOI: 10.1080/02699931.2024.2345377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 04/16/2024] [Indexed: 04/26/2024]
Abstract
Sound symbolism refers to non-arbitrary associations between word forms and meaning, such as those observed for some properties of sounds and size or shape. Recent evidence suggests that these connections extend to emotional concepts. Here we investigated two types of non-arbitrary relationships. Study 1 examined whether iconicity scores (i.e. resemblance-based mapping between aspects of a word's form and its meaning) for words can be predicted from ratings in the affective dimensions of valence and arousal and/or the discrete emotions of happiness, anger, fear, disgust and sadness. Words denoting negative concepts were more likely to have more iconic word forms. Study 2 explored whether statistical regularities in single phonemes (i.e. systematicity) predicted ratings in affective dimensions and/or discrete emotions. Voiceless (/p/, /t/) and voiced plosives (/b/, /d/, /g/) were related to high arousing words, whereas high arousing negative words tended to include fricatives (/s/, /z/). Hissing consonants were also more likely to occur in words denoting all negative discrete emotions. Additionally, words conveying certain discrete emotions included specific phonemes. Overall, our data suggest that emotional features might explain variations in iconicity and provide new insight about phonemic patterns showing sound symbolic associations with the affective properties of words.
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Affiliation(s)
- Rocío Calvillo-Torres
- Departamento de Psicología Experimental, Procesos Cognitivos y Logopedia, Universidad Complutense de Madrid, Madrid, Spain
| | - Juan Haro
- Departament de Psicologia and CRAMC, Universitat Rovira i Virgili, Tarragona, Spain
| | - Pilar Ferré
- Departament de Psicologia and CRAMC, Universitat Rovira i Virgili, Tarragona, Spain
| | - Claudia Poch
- Centro de Investigación Nebrija en Cognición (CINC), Universidad Nebrija, Madrid, Spain
- Departamento de Educación, Universidad de Nebrija, Madrid, Spain
| | - José A Hinojosa
- Departamento de Psicología Experimental, Procesos Cognitivos y Logopedia, Universidad Complutense de Madrid, Madrid, Spain
- Centro de Investigación Nebrija en Cognición (CINC), Universidad Nebrija, Madrid, Spain
- Instituto Pluridisciplinar, Universidad Complutense de Madrid, Madrid, Spain
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Xu X, An F, Wu S, Wang H, Kang Q, Wang Y, Zhu T, Zhang B, Huang W, Liu X, Wang X. Affective norms for 501 Chinese words from three emotional dimensions rated by depressive disorder patients. Front Psychiatry 2024; 15:1309501. [PMID: 38469031 PMCID: PMC10925686 DOI: 10.3389/fpsyt.2024.1309501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Accepted: 02/07/2024] [Indexed: 03/13/2024] Open
Abstract
Introduction Emotional words are often used as stimulus material to explore the cognitive and emotional characteristics of individuals with depressive disorder, while normal individuals mostly rate the scores of affective words. Given that individuals with depressive disorder exhibit a negative cognitive bias, it is possible that their depressive state could influence the ratings of affective words. To enhance the validity of the stimulus material, we specifically recruited patients with depression to provide these ratings. Methods This study provided subjective ratings for 501 Chinese affective norms, incorporating 167 negative words selected from depressive disorder patients' Sino Weibo blogs, and 167 neutral words and 167 positive words selected from the Chinese Affective Word System. The norms are based on the assessments made by 91 patients with depressive disorder and 92 normal individuals, by using the paper-and-pencil quiz on a 9-point scale. Results Regardless of the group, the results show high reliability and validity. We identified group differences in three dimensions: valence, arousal, and self-relevance: the depression group rated negative words higher, but positive and neutral words lower than the normal control group. Conclusion The emotional perception affected the individual's perception of words, to some extent, this database expanded the ratings and provided a reference for exploring norms for individuals with different emotional states.
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Affiliation(s)
- Xinyue Xu
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
- Department of Clinical Psychology, Dongguan Seventh People’s Hospital, Dongguan, China
| | - Fei An
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
| | - Shengjun Wu
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
| | - Hui Wang
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
| | - Qi Kang
- Center for Psychological Crisis Intervention, the 904th Hospital of the Joint Logistics Support Unit, Changzhou, China
| | - Ying Wang
- Department of Psychosomatic Medicine, Xi’an International Medical Center, Xi'an, China
| | - Ting Zhu
- Xinfeng Psychiatric Hospital, Xi ‘an Ninth Hospital, Xi'an, China
| | - Bing Zhang
- Department of Medical Psychology, the 984th Hospital of the Joint Logistics Support Unit, Beijing, China
| | - Wei Huang
- Department of Psychiatry, the 923th Hospital of the Joint Logistics Support Unit, Nanning, China
| | - Xufeng Liu
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
| | - Xiuchao Wang
- Department of Military Medical Psychology, Air Force Medical University, Xi'an, China
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Ying L, Ruyang Y, Chuanbin N, Yeqing W, Qing L, Yufan Z, Fei G. ANCW: Affective norms for 4030 Chinese words. Behav Res Methods 2023:10.3758/s13428-023-02226-x. [PMID: 37801213 DOI: 10.3758/s13428-023-02226-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/27/2023] [Indexed: 10/07/2023]
Abstract
Affective information contained in words is gaining increased attention among neurolinguists and psycholinguists around the world. This study established the Affective Norms for Chinese Words (ANCW) with valence, arousal, dominance, and concreteness ratings for 4030 words that were Chinese adaptations of the CET-4 (The National College English Test Band 4) official syllabus. Despite the existing Chinese affective norms such as the Chinese Affective Words System (CAWS), the ANCW provides much more and richer Chinese vocabulary. By using 7-point (ranging from 1 to 7) Likert scales in a paper-and-pencil procedure, we obtained ratings for all variables from 3717 Chinese undergraduates. The ANCW norms possessed good response reliability and were compatible with prior normative studies in Chinese. The pairwise correlation analysis revealed quadratic relations between valence and arousal, arousal and dominance, as well as valence and concreteness. Additionally, valence and dominance, as well as arousal and concreteness, presented a linear correlation, and concreteness and dominance were correlated. The ANCW provides reliable and standardized stimulus materials for further research involving emotional language processing.
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Affiliation(s)
- Lv Ying
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
| | - Ye Ruyang
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
| | - Ni Chuanbin
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China.
| | - Wang Yeqing
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
| | - Liu Qing
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
| | - Zhou Yufan
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
| | - Gao Fei
- School of Foreign Languages and Cultures, Nanjing Normal University, No. 122# Ninghai Road, Nanjing, 210097, People's Republic of China
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Britz S, Rader L, Gauggel S, Mainz V. An English list of trait words including valence, social desirability, and observability ratings. Behav Res Methods 2023; 55:2669-2686. [PMID: 35962307 PMCID: PMC10439032 DOI: 10.3758/s13428-022-01921-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/27/2022] [Indexed: 11/08/2022]
Abstract
To enable flexible and controlled research on personality, information processing, and interactions in socio-emotional contexts, the availability of highly controlled stimulus material, especially trait words and related attributes, is indispensable. Existing word databases contain mainly nouns and rating dimensions, and their role in studies within socio-emotional contexts are limited. This study aimed to create an English list of traits (ELoT), a database containing 500 trait adjectives rated by a large sample (n = 822, 57.42% female). The rating categories refer to the perceived valence associated with the traits and their social desirability and observability. Participants of different ages (18 to 65 years of age) and educational levels rated the words in an online survey. Both valence and social desirability ratings showed a bimodal distribution, indicating that most traits were rated either positive (respectively socially desirable) or negative (respectively socially undesirable), with fewer words rated as neutral. For observability, a bell-shaped distribution was found. Results indicated a strong association between valence and social desirability, whereas observability ratings were only moderately associated with the other ratings. Valence and social desirability ratings were not related to participants' age or gender, but observability ratings were different for females and males, and for younger, middle-aged, and older participants. The ELoT is an extensive, freely available database of trait norms. The large sample and the balanced age and gender distributions allow to account for age- and gender-specific effects during stimulus selection.
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Affiliation(s)
- Sara Britz
- Institute of Medical Psychology and Medical Sociology, University Hospital of the RWTH Aachen University, Aachen, Germany.
| | - Lena Rader
- Institute of Medical Psychology and Medical Sociology, University Hospital of the RWTH Aachen University, Aachen, Germany
| | - Siegfried Gauggel
- Institute of Medical Psychology and Medical Sociology, University Hospital of the RWTH Aachen University, Aachen, Germany
| | - Verena Mainz
- Institute of Medical Psychology and Medical Sociology, University Hospital of the RWTH Aachen University, Aachen, Germany
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Jahn N, Sinke C, Kayali Ö, Krug S, Leichter E, Peschel S, Müller T, Burak A, Krüger THC, Kahl KG, Heitland I. Neural correlates of the attention training technique as used in metacognitive therapy – A randomized sham-controlled fMRI study in healthy volunteers. Front Psychol 2023; 14:1084022. [PMID: 36993887 PMCID: PMC10040584 DOI: 10.3389/fpsyg.2023.1084022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 02/20/2023] [Indexed: 03/15/2023] Open
Abstract
IntroductionThe Attention Training Technique (ATT) developed as part of metacognitive therapy is a psychotherapeutic treatment method used to enhance top-down attentional flexibility and control. This study investigated potential neurocognitive changes due to ATT and its underlying neural mechanisms using pre-to-post functional magnetic resonance imaging (fMRI).Materials and methodsFifty-four healthy participants were subjected to a randomized, sham-controlled attention training and evaluated using a neurocognitive test battery that partly took place in an fMRI environment. Participants received two doses ATT or sham ATT daily for 1 week. On day eight, all subjects completed the neurocognitive test battery again.ResultsAfter the training, the ATT group showed a significant improvement in reaction times regarding attentional disengagement compared to the sham ATT group. fMRI data showed decreased levels of activation in the anterior cingulate cortex (ACC) when comparing the ATT group to the sham ATT group during attentional disengagement post intervention. No ATT > sham ATT effects were found regarding selective auditory attention, working memory performance and inhibitory control.DiscussionThese findings putatively indicate that ATT facilitates faster attention allocation and increased attentional flexibility in healthy subjects. The fMRI results suggest this ATT-dependent improvement is accompanied by reduced ACC activity, indicating a more flexible attentional state.
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Affiliation(s)
- Niklas Jahn
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Christopher Sinke
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Division of Clinical Psychology and Sexual Medicine, Hannover Medical School, Hanover, Germany
| | - Özlem Kayali
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Svenja Krug
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Erik Leichter
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Stephanie Peschel
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Torben Müller
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Alev Burak
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Tillmann H. C. Krüger
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Division of Clinical Psychology and Sexual Medicine, Hannover Medical School, Hanover, Germany
- Center for Systems Neuroscience, Hanover, Germany
| | - Kai G. Kahl
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Ivo Heitland
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
- *Correspondence: Ivo Heitland,
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Native and non-native language contexts differently modulate mood-driven electrodermal activity. Sci Rep 2022; 12:22361. [PMID: 36572782 PMCID: PMC9792545 DOI: 10.1038/s41598-022-27064-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 12/23/2022] [Indexed: 12/28/2022] Open
Abstract
Bilingual speakers have been consistently observed to experience reduced emotional sensitivity to their non-native (L2) relative to native (L1) language, particularly to the negatively-valenced L2 content. Yet, little is known about how the L1 and L2 contexts physiologically influence bilinguals' affective states, such as moods. Here, we show that bilinguals may be less physiologically sensitive to mood changes in the L2 compared to the L1 context. Polish-English bilinguals operating in either the L1 or the L2 mode (elicited via reading L1 and L2 sentences) watched positive and negative mood-inducing films while their electrodermal activity was measured. We observed a greater number of skin conductance responses in the negative compared to positive mood condition in the L1 context only, indexing decreased sensitivity to mood changes in the L2 relative to the L1 mode in bilinguals. Also, skin conductance amplitudes were overall increased in the L2 compared to the L1 context, pointing to increased cognitive load when operating in L2. These findings together suggest that bilinguals experience decreased sensitivity to mood changes in their less dominant language due to L2 processing requiring greater cognitive engagement.
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8
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Kaufmann M, Alexopoulos T, Blaison C. Eine Normierung unterschiedlicher Aspekte der emotionalen Bewertung von Persönlichkeitsattributen. DIAGNOSTICA 2022. [DOI: 10.1026/0012-1924/a000290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Zusammenfassung. Die emotionale Bewertung von Eigenschaftsbegriffen und Persönlichkeitsattributen ist in vielen Forschungsbereichen und für viele Forschungszwecke von Bedeutung. Diese Untersuchung liefert eine neue Datenbank für emotionale Bewertungen von 140 Persönlichkeitsmerkmalen. Die Bewertungen von N = 701 Teilnehmenden wurden erhoben. In Erweiterung der bisher veröffentlichten Listen unterscheidet die vorliegende Datenbank neben der positiven und negativen Valenz und Erregung, die von den Merkmalen vermittelt wird, zwischen 5 Emotionen (Freude, Ärger, Ekel, Traurigkeit und Angst) sowie subjektiven Annäherungs- und Vermeidungstendenzen. Die Ergebnisse der Normierung sind unter https://osf.io/gbcq2 abrufbar.
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Affiliation(s)
| | - Theodore Alexopoulos
- Laboratoire de Psychologie LabPsy EA4139, Université de Bordeaux, Bordeaux, Frankreich
| | - Christophe Blaison
- Institut de Psychologie, Université de Paris, Boulogne-Billancourt Cedex, Frankreich
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Graf I, Kruse T, Braumann B, Hoefer K, Ehlebracht D. Looking good but tweeting bad? The social perception of orthodontic-related posts on Twitter and Instagram. Head Face Med 2022; 18:6. [PMID: 35177104 PMCID: PMC8851782 DOI: 10.1186/s13005-021-00302-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 11/17/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Social media plays a major role in the daily life of adolescents and has become highly interesting for healthcare research as well. The aim of this study was to explore the social perception of orthodontic-related posts on Twitter and Instagram by young adults. METHODS 401 orthodontic-related posts were collected during a 30-day period and categorized with regard to specific characteristics - their content and the social networking site (SNS) being used as well as the presence or absence of a selfie. In order to investigate the social perception of these posts, 42 young adults rated the emotional states of the SNS users using the Self-Assessment Manikin (SAM)-Tool. A total of 4211 poster-rater observations pertaining to the three SAMs dimensions pleasure, arousal and dominance were analyzed by using linear and multinomial logistic regression analyses. RESULTS The investigated characteristics of the collected posts had significant effects on the perceived emotional state of the SNS users. Besides significant SNS-associated differences, there were also effects that were independent of the SNS being used: Receiving orthodontic appliances was more often associated with rather negative emotions (p < 0.001), while users who posted about the removal of such braces were more often perceived as joyful (p < 0.001). Interestingly, users whose posts contained selfies with visible braces were perceived as significantly more positive and stronger in comparison to users who did not post a picture of themselves (p < 0.05). CONCLUSION This research gives insights into the social perception of orthodontic-related posts on SNS. While users' emotional states were perceived highly differential on both SNS, orthodontic-related content also revealed significant effects on social perception. Because selfies with visible braces were associated with positive feelings by young adults, a modern and SNS-related way of coping with a temporary supposed impairment like fixed orthodontic appliances might have been revealed through this research.
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Affiliation(s)
- Isabelle Graf
- Department of Orthodontics, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany.
| | - Teresa Kruse
- Department of Orthodontics, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Bert Braumann
- Department of Orthodontics, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Karolin Hoefer
- Department of Operative Dentistry and Periodontology, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
| | - Daniel Ehlebracht
- Institute of Sociology and Social Psychology, Faculty of Management, Economics and Social Sciences, University of Cologne, Cologne, Germany
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Diconne K, Kountouriotis GK, Paltoglou AE, Parker A, Hostler TJ. Presenting KAPODI – The Searchable Database of Emotional Stimuli Sets. EMOTION REVIEW 2022. [DOI: 10.1177/17540739211072803] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Emotional stimuli such as images, words, or video clips are often used in studies researching emotion. New sets are continuously being published, creating an immense number of available sets and complicating the task for researchers who are looking for suitable stimuli. This paper presents the KAPODI-database of emotional stimuli sets that are freely available or available upon request. Over 45 aspects including over 25 key set characteristics have been extracted and listed for each set. The database facilitates finding of and comparison between individual sets. It currently contains sets published between 1963 and 2020. A searchable online version ( https://airtable.com/shrnVoUZrwu6riP9b ) allows users to select specific set characteristics and to find matching sets accordingly, as well as to add new published sets.
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Affiliation(s)
- Kathrin Diconne
- Department of Psychology, Manchester Metropolitan University
| | | | | | - Andrew Parker
- Department of Psychology, Manchester Metropolitan University
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Emotional words in Spanish: Adaptation and cross-cultural differences for the affective norms for English words (ANEW) on a sample of Argentinian adults. Behav Res Methods 2021; 54:1595-1610. [PMID: 34505999 DOI: 10.3758/s13428-021-01682-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/05/2021] [Indexed: 11/08/2022]
Abstract
The Affective Norms for English Words (ANEW) are a set of normative emotional ratings for verbal stimuli that have been adapted to many different languages. This article presents the 1034 ANEW words adapted into Rioplatense Spanish, a regional variation of Spanish used in Latin America. A total of 483 volunteers rated three affective (valence, arousal, dominance) and three semantic variables (familiarity, imageability, concreteness). Several objective variables, such as frequency, number of letters, syllable length, and grammatical class were also included. The results showed the typical U-shaped distribution along valence and arousal, as well as strong correlations with other ANEW adaptations. Furthermore, our sample was compared with the European Spanish sample and the original US sample and differences between languages and regional variations were found, stressing the need for culturally-specific resources for experimental research.
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Zhao Y, Yin M, Zhu C, Tan C, Hu S, Liu D. Can situations awaken emotions? The compilation and evaluation of the Emotional Situation Sentence System (ESSS). PLoS One 2021; 16:e0252671. [PMID: 34280194 PMCID: PMC8289053 DOI: 10.1371/journal.pone.0252671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 05/19/2021] [Indexed: 11/25/2022] Open
Abstract
We aimed to establish and evaluate a standardized emotional situation sentence system (ESSS) relevant to the lives of college students to supplement prior literature and adapt to the needs of emotional research. Two studies were designed for this research; study 1 examined the effect of words in the ESSS and study 2 involved the use of pictures. For Study 1, 778 items were selected by 607 college students and 15 experts. We then tested the scale with 80 undergraduate participants. The ESSS sentences were rated on their degree of valence, arousal, and dominance using a 9-point scale. Cronbach's α (greater than 0.986) of the overall score as well as each sub-score in the three components confirmed the scale's reliability. As seen on a scatter plot, the results suggest that negative emotions (fear, disgust, anger, sadness, anxiety) are convergent and different from the distribution of positive (happiness) and neutral emotions. Study 2 included 30 participants to compare the difference in valence and arousal between the ESSS and emotional pictures. The results indicate that the ESSS is a standardized, situational, and ecological emotional contextual text system, well-suited to invoke emotion in college students. The ESSS has significantly better arousal and potency than pictures; moreover, it can be applied to experimental studies of anxiety-related emotions. However, emotion pictures have shorter response times, and wider application ranges, and they can include more cross-cultural characteristics compared to words.
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Affiliation(s)
- Yuan Zhao
- Police Officer Academy, Shandong University of Political Science and Law, Jinan, China
| | - Ming Yin
- Jiangsu Police Institute, Nanjing, China
| | - Chuanlin Zhu
- School of Education, Soochow University, Suzhou, China
| | - Chenghui Tan
- School of Educational Science, Yangzhou University, Yangzhou, China
| | - Shengjie Hu
- School of Educational Science, Yangzhou University, Yangzhou, China
| | - Dianzhi Liu
- School of Educational Science, Yangzhou University, Yangzhou, China
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13
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Age-related evaluations of imageability and subjective frequency for 1286 neutral and emotional French words: ratings by young, middle-aged, and older adults. Behav Res Methods 2021; 54:196-215. [PMID: 34131872 DOI: 10.3758/s13428-021-01621-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/14/2021] [Indexed: 02/05/2023]
Abstract
This study aimed at providing imageability and subjective frequency ratings collected from four adult age groups ranging from 18 to 85 years old (18-25; 26-39; 40-59; and 60 and over) for 1286 neutral and emotional French words available in the EMA database (Gobin et al., 2017). Overall, the older adults rated words as more (subjectively) frequent and more imageable than the younger adults. Furthermore, we examined the relationships between subjective frequency and imageability, as well as those with emotional variables (i.e., valence, arousal) already available for these words, for each age group. For all age groups, more subjective frequent words were more imageable. Emotional words were more imageable and more frequent. Arousal scores were lower for low- and high-imageability words, and higher for more subjective frequent words. The strength of these links between subjective frequency, imageability, and emotional ratings was found to decrease as a function of age. Finally, by using the lexical decision reaction times and accuracy rates of young adults from Megalex (Ferrand et al., 2018), imageability and subjective frequency across age were found to provide an additional contribution to visual word recognition performance as compared to objective lexical variables (i.e., number of letters, syllables, objective frequency, orthographic neighborhood). More importantly, subjective frequency and imageability ratings from the youngest group predicted reaction times and accuracy better than ratings from the oldest group. By providing new age-adapted word characteristics, this norm should be of great use to researchers in the field of cognitive aging who use word materials.
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Abstract
This study reports valence and arousal ratings for 11,310 simplified Chinese words, including 9774 two-character words, 949 three-character words, and 587 four-character words. These affective ratings are validated through comparisons with prior ratings of smaller word samples. All but four words included in this study are from the MEgastudy of Lexical Decision in Simplified CHinese (MELD-SCH) database. As age-of-acquisition ratings and concreteness ratings have recently become available for large portions of words in the MELD-SCH, the affective ratings not only further enrich the database as a valuable research tool, but also allow us to gain insight into a range of psycholinguistic constructs based on normative ratings of a large set of Chinese words. Cross-language comparisons of the valence ratings between Chinese words and English words appear to indicate cultural and sociopolitical influences reflected in affect representations.
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15
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Thoma D. Emotion regulation by attentional deployment moderates bilinguals' language-dependent emotion differences. Cogn Emot 2021; 35:1121-1135. [PMID: 34041997 DOI: 10.1080/02699931.2021.1929853] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Unbalanced bilinguals react differently to emotional stimuli in their first (L1) and second (L2) language. However, the size and direction of the emotion difference varies across emotions and tasks, so that its causes are controversial. Therefore, we investigated if the attentional resources bilinguals allocate to emotion processing moderate their language-dependent emotions. In two experiments, we crossed language and emotion regulation. Study 1 compared effects of distraction and concentration on bilingual emotion-word valence ratings. Study 2 induced positive emotion-focused rumination (or not) prior to a simulated, video-based online-dating activity. It measured emotional attraction to dating candidates speaking the participant's L1 or L2 in pupillary, eye-fixation and self-report responses. The studies found reduced L2 emotions when emotion processing was distracted or when its level was low to start with. Yet, if bilinguals concentrated or had ruminated on their emotions, their self-reported and physiological emotionality was comparable or even stronger in L2, relative to L1. The findings suggest that bilinguals' language-dependent emotions vary with differential language-processing automaticity. We propose that the observed emotion-regulation moderation generates further testable predictions about where and when language choice is relevant for bilinguals' emotions.
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Affiliation(s)
- Dieter Thoma
- Department of English Linguistics, University of Mannheim, Mannheim, Germany
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16
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Liu P, Lu Q, Zhang Z, Tang J, Han B. Age-Related Differences in Affective Norms for Chinese Words (AANC). Front Psychol 2021; 12:585666. [PMID: 33935850 PMCID: PMC8082186 DOI: 10.3389/fpsyg.2021.585666] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Accepted: 03/02/2021] [Indexed: 01/11/2023] Open
Abstract
Information on age-related differences in affective meanings of words is widely used by researchers to study emotions, word recognition, attention, memory, and text-based sentiment analysis. To date, no Chinese affective norms for older adults are available although Chinese as a spoken language has the largest population in the world. This article presents the first large-scale age-related affective norms for 2,061 four-character Chinese words (AANC). Each word in this database has rating values in the four dimensions, namely, valence, arousal, dominance, and familiarity. We found that older adults tended to perceive positive words as more arousing and less controllable and evaluate negative words as less arousing and more controllable than younger adults did. This indicates that the positivity effect is reliable for older adults who show a processing bias toward positive vs. negative words. Our AANC database supplies valuable information for researchers to study how emotional characteristics of words influence the cognitive processes and how this influence evolves with age. This age-related difference study on affective norms not only provides a tool for cognitive science, gerontology, and psychology in experimental studies but also serves as a valuable resource for affective analysis in various natural language processing applications.
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Affiliation(s)
- Pingping Liu
- CAS(Chinese Academy of Sciences) Key Laboratory of Mental Health, Center on Aging Psychology, Institute of Psychology, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Qin Lu
- Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China
| | - Zhen Zhang
- CAS(Chinese Academy of Sciences) Key Laboratory of Mental Health, Center on Aging Psychology, Institute of Psychology, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Jie Tang
- CAS(Chinese Academy of Sciences) Key Laboratory of Mental Health, Center on Aging Psychology, Institute of Psychology, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Buxin Han
- CAS(Chinese Academy of Sciences) Key Laboratory of Mental Health, Center on Aging Psychology, Institute of Psychology, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
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Vitevitch MS, Ng JW, Hatley E, Castro N. Phonological but not semantic influences on the speech-to-song illusion. Q J Exp Psychol (Hove) 2021; 74:585-597. [PMID: 33089742 PMCID: PMC8287799 DOI: 10.1177/1747021820969144] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
In the speech to song illusion, a spoken phrase begins to sound as if it is being sung after several repetitions. Castro et al. (2018) used Node Structure Theory (NST; MacKay, 1987), a model of speech perception and production, to explain how the illusion occurs. Two experiments further test the mechanisms found in NST-priming, activation, and satiation-as an account of the speech to song illusion. In Experiment 1, words varying in the phonological clustering coefficient influenced how quickly a lexical node could recover from satiation, thereby influencing the song-like ratings to lists of words that were high versus low in phonological clustering coefficient. In Experiment 2, we used equivalence testing (i.e., the TOST procedure) to demonstrate that once lexical nodes are satiated the higher level semantic information associated with the word cannot differentially influence song-like ratings to lists of words varying in emotional arousal. The results of these two experiments further support the NST account of the speech to song illusion.
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Zhang M, Ihme K, Drewitz U, Jipp M. Understanding the Multidimensional and Dynamic Nature of Facial Expressions Based on Indicators for Appraisal Components as Basis for Measuring Drivers' Fear. Front Psychol 2021; 12:622433. [PMID: 33679538 PMCID: PMC7930214 DOI: 10.3389/fpsyg.2021.622433] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 01/27/2021] [Indexed: 11/13/2022] Open
Abstract
Facial expressions are one of the commonly used implicit measurements for the in-vehicle affective computing. However, the time courses and the underlying mechanism of facial expressions so far have been barely focused on. According to the Component Process Model of emotions, facial expressions are the result of an individual's appraisals, which are supposed to happen in sequence. Therefore, a multidimensional and dynamic analysis of drivers' fear by using facial expression data could profit from a consideration of these appraisals. A driving simulator experiment with 37 participants was conducted, in which fear and relaxation were induced. It was found that the facial expression indicators of high novelty and low power appraisals were significantly activated after a fear event (high novelty: Z = 2.80, p < 0.01, rcontrast = 0.46; low power: Z = 2.43, p < 0.05, rcontrast = 0.50). Furthermore, after the fear event, the activation of high novelty occurred earlier than low power. These results suggest that multidimensional analysis of facial expression is suitable as an approach for the in-vehicle measurement of the drivers' emotions. Furthermore, a dynamic analysis of drivers' facial expressions considering of effects of appraisal components can add valuable information for the in-vehicle assessment of emotions.
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Affiliation(s)
- Meng Zhang
- Institute of Transportation Systems, German Aerospace Center/Deutsches Zentrum für Luft- und Raumfahrt (DLR), Braunschweig, Germany
| | - Klas Ihme
- Institute of Transportation Systems, German Aerospace Center/Deutsches Zentrum für Luft- und Raumfahrt (DLR), Braunschweig, Germany
| | - Uwe Drewitz
- Institute of Transportation Systems, German Aerospace Center/Deutsches Zentrum für Luft- und Raumfahrt (DLR), Braunschweig, Germany
| | - Meike Jipp
- Institute of Transportation Systems, German Aerospace Center/Deutsches Zentrum für Luft- und Raumfahrt (DLR), Braunschweig, Germany
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19
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Predicting participants' attitudes from patterns of event-related potentials during the reading of morally relevant statements - An MVPA investigation. Neuropsychologia 2021; 153:107768. [PMID: 33516731 DOI: 10.1016/j.neuropsychologia.2021.107768] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 01/13/2021] [Accepted: 01/25/2021] [Indexed: 11/24/2022]
Abstract
Morality and language are hardly separable, given that morality-related aspects such as knowledge, emotions, or experiences are connected with language on different levels. One question that arises is: How rapidly do neural processes set in when processing statements that reflect moral value containing information? In the current study, participants read sentences about morally relevant statements (e.g., 'Wars are acceptable') and expressed their (dis)agreement with the statements while their electroencephalogram (EEG) was recorded. Multivariate pattern classification (MVPA) was used during language processing to predict the individual's response. Our results show that (1) the response ('yes' vs. 'no') could be predicted from 180 ms following the decision-relevant word (here acceptable), and (2) the attitude (pro vs. contra the topic) could be predicted from 170 ms following the topic word (here wars). We suggest that the successful MVPA classification is due to different brain activity patterns evoked by differences in activated mental representations (e.g. valence, arousal, etc.) depending on whether the attitude towards the topic is positive or negative and whether it is in accordance with the presented decisive word or not.
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20
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Spanish affective normative data for 1,406 words rated by children and adolescents (SANDchild). Behav Res Methods 2021; 52:1939-1950. [PMID: 32096105 DOI: 10.3758/s13428-020-01377-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Most research on the relationship between emotion and language in children relies on the use of words whose affective properties have been assessed by adults. To overcome this limitation, in the current study we introduce SANDchild, the Spanish affective database for children. This dataset reports ratings in the valence and the arousal dimensions for a large corpus of 1406 Spanish words rated by a large sample of 1276 children and adolescents from four different age groups (7, 9, 11 and 13 years old). We observed high inter-rater reliabilities for both valence and arousal in the four age groups. However, some age differences were found. In this sense, ratings for both valence and arousal decreased with age. Furthermore, the youngest children consider more words to be positive than adolescents. We also found sex differences in valence scores since boys gave higher valence ratings than girls, while girls considered more words to be negative than boys. The norms provided in this database will allow us to further extend our knowledge on the acquisition, development and processing of emotional language from childhood to adolescence. The complete database can be downloaded from https://psico.fcep.urv.cat/exp/files/SANDchild.xlsx .
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Abstract
Figurative expressions have been shown to play a special role in evoking affective responses, as compared to their literal counterparts. This study provides the first database of conceptual metaphors that includes ratings of affective properties beyond psycholinguistic properties. To allow for the investigation of natural reading processes, 64 natural stories were created, half of which contained two or three conceptual metaphors that relied on the same mapping, whereas the other half contained the metaphors' literal counterparts. To allow for tighter control and manipulation of the different properties, 120 isolated sentences were also created, half of which contained one metaphorical word, which was replaced by its literal rendering in the other half. All stimuli were rated for emotional valence, arousal, imageability, and metaphoricity, and the pairs of metaphorical and literal stimuli were rated for their similarity in meaning. A measure of complexity was determined and computed. The stories were also rated for naturalness and understandability, and the sentences for familiarity. Differences between the metaphorical and literal stimuli and relationships between the affective and psycholinguistic variables were explored and are discussed in light of extant empirical research. In a nutshell, the metaphorical stimuli were rated as being higher in emotional arousal and easier to imagine than their literal counterparts, thus confirming a role of metaphor in evoking emotion and in activating sensorimotor representations. Affective variables showed the typical U-shaped relationship consistently found in word databases, whereby increasingly positive and negative valence is associated with higher arousal. Finally, interesting differences between the stories and sentences were observed.
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22
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Teismann H, Kissler J, Berger K. Investigating the roles of age, sex, depression, and anxiety for valence and arousal ratings of words: a population-based study. BMC Psychol 2020; 8:118. [PMID: 33160414 PMCID: PMC7648958 DOI: 10.1186/s40359-020-00485-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 10/28/2020] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND The perception of the affective quality of stimuli with regard to valence and arousal has mostly been studied in laboratory experiments. Population-based research may complement such studies by accessing larger, older, better balanced, and more heterogeneous samples. Several characteristics, among them age, sex, depression, or anxiety, were found to be associated with affective quality perception. Here, we intended to transfer valence and arousal rating methods from experimental to population-based research. Our aim was to assess the feasibility of obtaining and determining the structure of valence and arousal ratings in the setting of the large observational BiDirect Study. Moreover, we explored the roles of age, sex, depression, and anxiety for valence and arousal ratings of words. METHODS 704 participants provided valence and arousal ratings for 12 written nouns pre-categorized as unpleasant, neutral, or pleasant. Predictors of valence and arousal ratings (i.e. age, sex, depression, and anxiety) were analyzed for six outcomes that emerge by combining two affective dimensions with three words categories. Data were modeled with multiple linear regression. Relative predictor importance was quantified by model-explained variance decomposition. RESULTS Overall, average population-based ratings replicated those found in laboratory settings. The model did not reach statistical significance in the valence dimension. In the arousal dimension, the model explained 5.4% (unpleasant), 4.6% (neutral), and 3.5% (pleasant) of the variance. (Trend) effects of sex on arousal ratings were found in all word categories (unpleasant: increased arousal in women; neutral, pleasant: decreased arousal in women). Effects of age and anxiety (increased arousal) were restricted to the neutral words. CONCLUSIONS We report results of valence and arousal ratings of words in the setting of a large, observational, population-based study. Method transfer yielded acceptable data quality. The analyses demonstrated small effects of the selected predictors in the arousal dimension.
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Affiliation(s)
- Henning Teismann
- Institute of Epidemiology and Social Medicine, University of Münster, Albert-Schweitzer-Campus 1 (Building D3), 48149, Münster, Germany.
| | - Johanna Kissler
- Department of Psychology, University of Bielefeld, Bielefeld, Germany.,Center of Excellence Cognitive Interaction Technology (CITEC), University of Bielefeld, Bielefeld, Germany
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Münster, Albert-Schweitzer-Campus 1 (Building D3), 48149, Münster, Germany
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Abstract
The present study develops key research for French word norms that combines the predominant theories of dimensional and discrete (or categorical) emotions. As a result, we provide the database FANCat, affective norms for a set of 1031 French words on ten discrete emotion categories: fear, anger, disgust, sadness, anxiety, awe, excitement, contentment, amusement, and serenity. FANCat complements a previous word set, FAN, which provides only the dimensional norms, valence, and arousal (Monnier & Syssau, 2014). Herein, we introduce five discrete positive emotions in efforts to differentiate positive emotions at higher resolution and specificity. Although ten emotional categories were considered in FANCat norms, results showed a high degree of inter-rater reliability and a good external validity. Then, distributional analyses of words into the ten emotion categories revealed that positive words evoked mainly the emotions awe, contentment, and amusement, and principally evoked either one positive emotion only ("pure" words) or two (mixed words). This study contributes to a deeper understanding of the relationship between language, and negative and positive emotions. It is also currently the only norms database in French that analyses ten discrete emotions as well as including valence and arousal. FANCat is available at https://www.researchgate.net/publication/338622765_FANCat_database .
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24
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Altered functional connectivity during evaluation of self-relevance in women with borderline personality disorder. NEUROIMAGE-CLINICAL 2020; 27:102324. [PMID: 32702624 PMCID: PMC7374241 DOI: 10.1016/j.nicl.2020.102324] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 05/22/2020] [Accepted: 06/20/2020] [Indexed: 12/14/2022]
Abstract
Appraisal of self-relevance is disturbed in borderline personality disorder (BPD). We introduce the first neuroimaging study about self-relevance processing in BPD. Besides the CMS, the MNS and the SMA are involved in self-relevance processing. Functional connectivity of CMS is altered in BPD during self-relevance evaluations. In BPD, valence affects the functional connectivity during self-relevance ratings.
Self-relevant functional abnormalities and identity disorders constitute the core psychopathological components in borderline personality disorder (BPD). Evidence suggests that appraising the relevance of environmental information to the self may be altered in BPD. However, only a few studies have examined self-relevance (SR) in BPD, and the neural correlates of SR processing has not yet been investigated in this patient group. The current study sought to evaluate brain activation differences between female patients with BPD and healthy controls during SR processing. A task-based fMRI paradigm was applied to evaluate SR processing in 23 female patients with BPD and 23 matched healthy controls. Participants were presented with a set of short sentences and were instructed to rate the stimuli. The differences in fMRI signals between SR rating (task of interest) and valence rating (control task) were examined. During SR rating, participants showed elevated activations of the cortical midline structures (CMS), known to be involved in the processing of self-related stimuli. Furthermore, we observed an elevated activation of the supplementary motor area (SMA) and the regions belonging to the mirror neuron system (MNS). Using whole-brain, seed-based connectivity analysis on the task-based fMRI data, we studied connectivity of networks anchored to the main CMS regions. We found a discrepancy in the connectivity pattern between patients and controls regarding connectivity of the CMS regions with the basal ganglia-thalamus complex. These observations have two main implications: First, they confirm the involvement of the CMS in SR evaluations of our stimuli and add evidence about the involvement of an extended network including the MNS and the SMA in this task. Second, the functional connectivity profile observed in BPD provides evidence for an altered functional interplay between the CMS and the brain regions involved in salience detection and reward evaluation, including the basal ganglia and the thalamus.
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25
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Usée F, Jacobs AM, Lüdtke J. From Abstract Symbols to Emotional (In-)Sights: An Eye Tracking Study on the Effects of Emotional Vignettes and Pictures. Front Psychol 2020; 11:905. [PMID: 32528357 PMCID: PMC7264705 DOI: 10.3389/fpsyg.2020.00905] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 04/14/2020] [Indexed: 02/04/2023] Open
Abstract
Reading is known to be a highly complex, emotion-inducing process, usually involving connected and cohesive sequences of sentences and paragraphs. However, most empirical results, especially from studies using eye tracking, are either restricted to simple linguistic materials (e.g., isolated words, single sentences) or disregard valence-driven effects. The present study addressed the need for ecologically valid stimuli by examining the emotion potential of and reading behavior in emotional vignettes, often used in applied psychological contexts and discourse comprehension. To allow for a cross-domain comparison in the area of emotion induction, negatively and positively valenced vignettes were constructed based on pre-selected emotional pictures from the Nencki Affective Picture System (NAPS; Marchewka et al., 2014). We collected ratings of perceived valence and arousal for both material groups and recorded eye movements of 42 participants during reading and picture viewing. Linear mixed-effects models were performed to analyze effects of valence (i.e., valence category, valence rating) and stimulus domain (i.e., textual, pictorial) on ratings of perceived valence and arousal, eye movements in reading, and eye movements in picture viewing. Results supported the success of our experimental manipulation: emotionally positive stimuli (i.e., vignettes, pictures) were perceived more positively and less arousing than emotionally negative ones. The cross-domain comparison indicated that vignettes are able to induce stronger valence effects than their pictorial counterparts, no differences between vignettes and pictures regarding effects on perceived arousal were found. Analyses of eye movements in reading replicated results from experiments using isolated words and sentences: perceived positive text valence attracted shorter reading times than perceived negative valence at both the supralexical and lexical level. In line with previous findings, no emotion effects on eye movements in picture viewing were found. This is the first eye tracking study reporting superior valence effects for vignettes compared to pictures and valence-specific effects on eye movements in reading at the supralexical level.
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Affiliation(s)
- Franziska Usée
- Department of Experimental and Neurocognitive Psychology, Freie Universität Berlin, Berlin, Germany
| | - Arthur M Jacobs
- Department of Experimental and Neurocognitive Psychology, Freie Universität Berlin, Berlin, Germany.,Center for Cognitive Neuroscience Berlin, Freie Universität Berlin, Berlin, Germany
| | - Jana Lüdtke
- Department of Experimental and Neurocognitive Psychology, Freie Universität Berlin, Berlin, Germany
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Vampires and nurses are rated differently by younger and older adults-Age-comparative norms of imageability and emotionality for about 2500 German nouns. Behav Res Methods 2020; 52:980-989. [PMID: 32052352 PMCID: PMC7280351 DOI: 10.3758/s13428-019-01294-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Imageability and emotionality ratings for 2592 German nouns (3–10 letters, one to three phonological syllables) were obtained from younger adults (21–31 years) and older adults (70–86 years). Valid ratings were obtained on average from 20 younger and 23 older adults per word for imageability, and from 18 younger and 19 older adults per word for emotionality. The internal consistency (Cronbach’s α) and retest rank-order stability of the ratings were high for both age groups (α and r ≥ .97). Also, the validity of our ratings was found to be high, as compared to previously published ratings (r ≥ .86). The ratings showed substantial rank-order stability across younger and older adults (imageability, r = .94; emotionality, r = .85). At the same time, systematic differences between age groups were found in the mean levels of ratings (imageability, d = 0.38; emotionality, d = 0.20) and in the extent to which the rating scales were used (imageability, SD = 24 vs. 19, scale of 0 to 100; emotionality, SD = 26 vs. 31, scale of −100 to 100). At the descriptive level, our data hint at systematically different evaluations of semantic categories regarding imageability and emotionality across younger and older adults. Given that imageability and emotionality have been reported, for instance, as important determinants for the recognition and recall of words, our findings highlight the importance of considering age-specific information in age-comparative cognitive (neuroscience) experimental studies using word materials. The age-specific imageability and emotionality ratings for the 2592 German nouns can be found in the electronic supplementary material 1.
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Abstract
In this paper, we compute the affective-aesthetic potential (AAP) of literary texts by using a simple sentiment analysis tool called SentiArt. In contrast to other established tools, SentiArt is based on publicly available vector space models (VSMs) and requires no emotional dictionary, thus making it applicable in any language for which VSMs have been made available (>150 so far) and avoiding issues of low coverage. In a first study, the AAP values of all words of a widely used lexical databank for German were computed and the VSM’s ability in representing concrete and more abstract semantic concepts was demonstrated. In a second study, SentiArt was used to predict ~2800 human word valence ratings and shown to have a high predictive accuracy (R2 > 0.5, p < 0.0001). A third study tested the validity of SentiArt in predicting emotional states over (narrative) time using human liking ratings from reading a story. Again, the predictive accuracy was highly significant: R2adj = 0.46, p < 0.0001, establishing the SentiArt tool as a promising candidate for lexical sentiment analyses at both the micro- and macrolevels, i.e., short and long literary materials. Possibilities and limitations of lexical VSM-based sentiment analyses of diverse complex literary texts are discussed in the light of these results.
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28
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Historical analysis of national subjective wellbeing using millions of digitized books. Nat Hum Behav 2019; 3:1271-1275. [PMID: 31611658 DOI: 10.1038/s41562-019-0750-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Accepted: 08/30/2019] [Indexed: 11/08/2022]
Abstract
In addition to improving quality of life, higher subjective wellbeing leads to fewer health problems and higher productivity, making subjective wellbeing a focal issue among researchers and governments. However, it is difficult to estimate how happy people were during previous centuries. Here we show that a method based on the quantitative analysis of natural language published over the past 200 years captures reliable patterns in historical subjective wellbeing. Using sentiment analysis on the basis of psychological valence norms, we compute a national valence index for the United Kingdom, the United States, Germany and Italy, indicating relative happiness in response to national and international wars and in comparison to historical trends in longevity and gross domestic product. We validate our method using Eurobarometer survey data from the 1970s and demonstrate robustness using words with stable historical meanings, diverse corpora (newspapers, magazines and books) and additional word norms. By providing a window on quantitative historical psychology, this approach could inform policy and economic history.
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Abstract
In this study, we present the Aachen List of Trait Words (ALoT), including a total of 606 German adjectives with English translations, describing personality traits. The lack of ratings regarding the social desirability of traits led us to create a German trait database. Ratings of valence and social desirability were obtained from 100 participants. Statistical analyses of 99 participants indicated that valence and social desirability ratings were strongly correlated. However, there are several words showing a weak or no relationship. Furthermore, uncommon words were rated less positively (or desirable) than more common traits. Word frequency and word length were positively correlated, showing that short terms were more common than long ones. Social desirability and valence ratings are presented together with several psycholinguistic variables known to influence word processing (e.g. word length) in the ALoT. Scores for each word are provided as supplemental materials. The ALoT is intended to provide stimulus material for experiments dealing with the affective processing of German trait adjectives.
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Affiliation(s)
- Sara Britz
- Institute of Medical Psychology and Medical Sociology, University Hospital of RWTH Aachen University, Pauwelsstraße 19, 52074, Aachen, Germany.
| | - Siegfried Gauggel
- Institute of Medical Psychology and Medical Sociology, University Hospital of RWTH Aachen University, Pauwelsstraße 19, 52074, Aachen, Germany
| | - Verena Mainz
- Institute of Medical Psychology and Medical Sociology, University Hospital of RWTH Aachen University, Pauwelsstraße 19, 52074, Aachen, Germany
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30
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Delatorre P, Salguero A, León C, Tapscott A. The Impact of Context on Affective Norms: A Case of Study With Suspense. Front Psychol 2019; 10:1988. [PMID: 31543851 PMCID: PMC6728922 DOI: 10.3389/fpsyg.2019.01988] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 08/14/2019] [Indexed: 11/13/2022] Open
Abstract
The emotional response to a stimulus is typically measured in three variables called valence, arousal and dominance. Based on such dimensions, Bradley and Lang (1999) published the Affective Norms for English Words (ANEW), a corpus of affective ratings for 1,034 non-contextualized words. Expanded and adapted to many languages, ANEW provides a corpus to evaluate and to predict human responses to different stimuli, and it has been used in a number of studies involving analysis of emotions. However, ANEW seems not to appropriately predict affective responses to concepts when these are contextualized in certain situational backgrounds, in which words can have different connotations from those in non-contextualized scenarios. These contextualized affective norms have not been sufficiently contrasted yet because the literature does not provide a corpus of the ANEW list in specific contexts. On this basis, this paper reports on the creation of a new corpus of affective norms for the original 1,034 ANEW words in a particular context (a fictional scene of suspense). An extensive quantitative data analysis comparing both corpora was carried out, confirming that the affective ratings are highly influenced by the context. The corpus can be downloaded as Supplementary Material.
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Affiliation(s)
- Pablo Delatorre
- Department of Computer Science, University of Cadiz, Cádiz, Spain
| | - Alberto Salguero
- Department of Computer Science, University of Cadiz, Cádiz, Spain
| | - Carlos León
- Department of Software Engineering and Artificial Intelligence, Instituto de Tecnología del Conocimiento, Universidad Complutense de Madrid, Madrid, Spain
| | - Alan Tapscott
- Department of Software Engineering and Artificial Intelligence, Instituto de Tecnología del Conocimiento, Universidad Complutense de Madrid, Madrid, Spain
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Jacobs AM. Sentiment Analysis for Words and Fiction Characters From the Perspective of Computational (Neuro-)Poetics. Front Robot AI 2019; 6:53. [PMID: 33501068 PMCID: PMC7805775 DOI: 10.3389/frobt.2019.00053] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 06/24/2019] [Indexed: 11/13/2022] Open
Abstract
Two computational studies provide different sentiment analyses for text segments (e.g., "fearful" passages) and figures (e.g., "Voldemort") from the Harry Potter books (Rowling, 1997, 1998, 1999, 2000, 2003, 2005, 2007) based on a novel simple tool called SentiArt. The tool uses vector space models together with theory-guided, empirically validated label lists to compute the valence of each word in a text by locating its position in a 2d emotion potential space spanned by the words of the vector space model. After testing the tool's accuracy with empirical data from a neurocognitive poetics study, it was applied to compute emotional figure and personality profiles (inspired by the so-called "big five" personality theory) for main characters from the book series. The results of comparative analyses using different machine-learning classifiers (e.g., AdaBoost, Neural Net) show that SentiArt performs very well in predicting the emotion potential of text passages. It also produces plausible predictions regarding the emotional and personality profile of fiction characters which are correctly identified on the basis of eight character features, and it achieves a good cross-validation accuracy in classifying 100 figures into "good" vs. "bad" ones. The results are discussed with regard to potential applications of SentiArt in digital literary, applied reading and neurocognitive poetics studies such as the quantification of the hybrid hero potential of figures.
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Affiliation(s)
- Arthur M Jacobs
- Department of Experimental and Neurocognitive Psychology, Freie Universität Berlin, Berlin, Germany.,Center for Cognitive Neuroscience Berlin, Berlin, Germany
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Schauenburg G, Conrad M, von Scheve C, Barber HA, Ambrasat J, Aryani A, Schröder T. Making sense of social interaction: Emotional coherence drives semantic integration as assessed by event-related potentials. Neuropsychologia 2019; 125:1-13. [DOI: 10.1016/j.neuropsychologia.2019.01.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 11/18/2018] [Accepted: 01/03/2019] [Indexed: 12/11/2022]
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Ćoso B, Guasch M, Ferré P, Hinojosa JA. Affective and concreteness norms for 3,022 Croatian words. Q J Exp Psychol (Hove) 2019; 72:2302-2312. [PMID: 30744508 DOI: 10.1177/1747021819834226] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This study presents subjective ratings for 3,022 Croatian words, which were evaluated on two affective dimensions (valence and arousal) and one lexico-semantic variable (concreteness). A sample of 933 Croatian native speakers rated the words online. Ratings showed high reliabilities for all three variables, as well as significant correlations with ratings from databases available in Spanish and English. A quadratic relation between valence and arousal was observed, with a tendency for arousal to increase for negative and positive words, and neutral words having the lowest arousal ratings. In addition, significant correlations were found between affective dimensions and word concreteness, suggesting that abstract words have a tendency to be more arousing and emotional than concrete words. The present database will allow experimental research in Croatian, a language with a considerable lack of psycholinguistic norms, by providing researchers with a useful tool in the investigation of the relationship between language and emotion for the South-Slavic group of languages.
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Affiliation(s)
- Bojana Ćoso
- 1 Department of Psychology, Faculty of Humanities and Social Sciences, University of Rijeka, Rijeka, Croatia
| | - Marc Guasch
- 2 Department of Psychology, Research Center for Behavior Assessment, Universitat Rovira i Virgili, Tarragona, Spain
| | - Pilar Ferré
- 2 Department of Psychology, Research Center for Behavior Assessment, Universitat Rovira i Virgili, Tarragona, Spain
| | - José Antonio Hinojosa
- 3 Facultad de Psicología, Instituto Pluridisciplinar, Universidad Complutense de Madrid, Madrid, Spain
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Jordão M, Pinho MS, St Jacques PL. Inducing spontaneous future thoughts in younger and older adults by priming future-oriented personal goals. PSYCHOLOGICAL RESEARCH 2019; 83:710-726. [PMID: 30671615 DOI: 10.1007/s00426-019-01146-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Accepted: 01/11/2019] [Indexed: 10/27/2022]
Abstract
In the past 15 years, the study of spontaneous thoughts (i.e., thoughts coming to mind without intention and effort) has received increased attention. Spontaneous future thoughts (SFTs) are particularly important (e.g., in planning), yet difficult to study with regard to age differences. Two main problems arise: (1) lab tasks including word-cues induce more past than future thoughts; (2) younger adults report more spontaneous thoughts than older adults. To improve the elicitation of SFTs, we developed a future-oriented goal-related priming procedure and analyzed the extension of the goal-related priming effect in SFTs to older adults, to examine whether age-related changes in personal goals compromise the elicitation of SFTs. We also controlled for methodological factors that could influence age groups differently (including demand, retrospection, meta-awareness and instruction bias). Twenty-seven younger and 27 older adults performed a low-demand vigilance task including word-cues and were periodically stopped to describe their thoughts. The vigilance task was divided into two parts and, between them, participants performed a future-oriented goal-related priming task. An additional group of 27 younger participants performed the same procedure with a control task based on word counting. We found a significant increase in SFTs after priming in both age groups, but not in the control group, indicating that the priming manipulation was effective. This result suggests that age-related changes in personal goals do not disrupt the relation between personal goals and SFT frequency. The similar pattern of overall spontaneous thought in both age groups is also discussed considering methodological factors.
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Affiliation(s)
- Magda Jordão
- Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, University of Coimbra, Rua do Colégio Novo, 3000-115, Coimbra, Portugal.
| | - Maria Salomé Pinho
- Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, University of Coimbra, Rua do Colégio Novo, 3000-115, Coimbra, Portugal
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Barth V, Heitland I, Kruger THC, Kahl KG, Sinke C, Winter L. Shifting Instead of Drifting - Improving Attentional Performance by Means of the Attention Training Technique. Front Psychol 2019; 10:23. [PMID: 30728792 PMCID: PMC6351493 DOI: 10.3389/fpsyg.2019.00023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Accepted: 01/07/2019] [Indexed: 11/18/2022] Open
Abstract
Background: The Attention Training Technique (ATT) as part of Metacognitive Therapy (MCT) has shown to be a promising treatment element for several psychiatric disorders such as depression and anxiety. ATT predicts improvements of the ability to shift attention away from internal and non-relevant stimuli (e.g., ruminative thoughts) toward the relevant stimuli and aims to increase attentional flexibility and control. The current study investigated the impact of the Attention Training Technique on attentional performance. Methods: Eighty-five healthy participants (29 in two doses ATT, 28 in four doses ATT and 28 in the control group; 18-37 years of age) were administered a test battery for attentional performance before and after an intervention of two doses ATT (23 min duration) vs. four doses of ATT (46 min duration) vs. a control condition (non-intervention audio file via headphones. The test battery measured selective attention, inhibition, working memory, and attentional disengagement and comprised the following tasks: dichotic listening, attentional bias, attentional network, stroop, 2-back and a 3-back. Results: After ATT (both two and four doses), reaction time during dichotic listening was significantly faster compared to the control condition. Furthermore, reaction time to neutral stimuli in the attentional bias task was faster after four-doses ATT compared to two doses ATT and the control condition. We found a trend toward a reduced stroop effect for both ATT conditions compared to control group. There were no effects of ATT with regard to the attentional network task, the 2-back or the 3-back task. Conclusion: This first empirical evidence suggests that ATT promotes specific attentional flexibility in healthy participants. Based on the same mechanism, ATT may have beneficial effects on attentional performance in clinical populations and might be a promising tool in both healthy and clinical participants.
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Affiliation(s)
- Vincent Barth
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Ivo Heitland
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Tillmann H. C. Kruger
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
- Division of Clinical Psychology and Sexual Medicine, Hannover Medical School, Hanover, Germany
| | - Kai G. Kahl
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
| | - Christopher Sinke
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
- Division of Clinical Psychology and Sexual Medicine, Hannover Medical School, Hanover, Germany
| | - Lotta Winter
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hanover, Germany
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Sarkheil P, Goik N, Ibrahim CN, Schneider F. Effect of negative valence on assessment of self-relevance in female patients with borderline personality disorder. PLoS One 2019; 14:e0209989. [PMID: 30629628 PMCID: PMC6328147 DOI: 10.1371/journal.pone.0209989] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Accepted: 12/14/2018] [Indexed: 11/18/2022] Open
Abstract
Background A disturbed self-image is central to the characteristic symptoms of borderline personality disorder (BPD). Evaluations of self-relevance (SR) are highly important in cognitive and emotional processing of information and adaptive behavior. Method In the current study, we used affective statements to investigate if SR is altered in patients with higher scores on Borderline Symptom List (BSL-95). Forthyfemale adults with BPD and 20 healthy participants assessed a set of stimuli consisting of sentences in third-person for relevance to self. Results BPD patients exhibited a higher SR for negative contents as compared to healthy controls (p < .001). Furthermore, a significant positive correlation coefficient was found between the increased bias in evaluating the SR of stimuli and borderline symptom severity scores, as measured by BSL-95 questionnaire (r = 0.67, p < .001). This effect persisted after controlling for depressive symptoms by a partial correlation analysis. Conclusion Our results revealed an enhanced SR for negative statements, which was related to the severity of individuals’ BPD symptoms. These findings add to the diagnostic information regarding the disturbed organization of self in this clinical population. We suggest the maladaptive evaluation of SR offers an important treatment target for therapeutic approaches to BPD.
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Affiliation(s)
- Pegah Sarkheil
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical school, RWTH Aachen University, Aachen, Germany
- JARA Institute Brain Structure Function Relationship, Research Center Jülich and RWTH Aachen University, Aachen, Germany
- * E-mail:
| | - Niko Goik
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical school, RWTH Aachen University, Aachen, Germany
- Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Camellia N. Ibrahim
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical school, RWTH Aachen University, Aachen, Germany
| | - Frank Schneider
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical school, RWTH Aachen University, Aachen, Germany
- JARA Institute Brain Structure Function Relationship, Research Center Jülich and RWTH Aachen University, Aachen, Germany
- University Hospital Düsseldorf, Düsseldorf, Germany
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Abstract
We present here emoFinder ( http://usc.es/pcc/emofinder ), a Web-based search engine for Spanish word properties taken from different normative databases. The tool incorporates several subjective word properties for 16,375 distinct words. Although it focuses particularly on normative ratings for emotional dimensions (e.g., valence and arousal) and discrete emotional categories (fear, disgust, anger, happiness, and sadness), it also makes available ratings for other word properties that are known to affect word processing (e.g., concreteness, familiarity, contextual availability, and age of acquisition). The tool provides two main functionalities: Users can search for words matched on specific criteria with regard to the selected properties, or users can obtain the properties for a set of words. The output from emoFinder is highly customizable and can be accessed online or exported to a computer. The tool architecture is easily scalable, so that it can be updated to include word properties from new Spanish normative databases as they become available.
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Borelli E, Crepaldi D, Porro CA, Cacciari C. The psycholinguistic and affective structure of words conveying pain. PLoS One 2018; 13:e0199658. [PMID: 29958269 PMCID: PMC6025857 DOI: 10.1371/journal.pone.0199658] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2018] [Accepted: 06/12/2018] [Indexed: 11/18/2022] Open
Abstract
Despite the flourishing research on the relationships between affect and language, the characteristics of pain-related words, a specific type of negative words, have never been systematically investigated from a psycholinguistic and emotional perspective, despite their psychological relevance. This study offers psycholinguistic, affective, and pain-related norms for words expressing physical and social pain. This may provide a useful tool for the selection of stimulus materials in future studies on negative emotions and/or pain. We explored the relationships between psycholinguistic, affective, and pain-related properties of 512 Italian words (nouns, adjectives, and verbs) conveying physical and social pain by asking 1020 Italian participants to provide ratings of Familiarity, Age of Acquisition, Imageability, Concreteness, Context Availability, Valence, Arousal, Pain-Relatedness, Intensity, and Unpleasantness. We also collected data concerning Length, Written Frequency (Subtlex-IT), N-Size, Orthographic Levenshtein Distance 20, Neighbor Mean Frequency, and Neighbor Maximum Frequency of each word. Interestingly, the words expressing social pain were rated as more negative, arousing, pain-related, and conveying more intense and unpleasant experiences than the words conveying physical pain.
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Affiliation(s)
- Eleonora Borelli
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
- Center for Neuroscience and Neurotechnology, University of Modena and Reggio Emilia, Modena, Italy
- * E-mail:
| | - Davide Crepaldi
- Department of Cognitive Neuroscience, International School for Advanced Studies (SISSA), Trieste, Italy
- Milan Center for Neuroscience (NeuroMi), Department of Neurology and Neuroscience, University of Milano-Bicocca, Milan, Italy
| | - Carlo Adolfo Porro
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
- Center for Neuroscience and Neurotechnology, University of Modena and Reggio Emilia, Modena, Italy
| | - Cristina Cacciari
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy
- Center for Neuroscience and Neurotechnology, University of Modena and Reggio Emilia, Modena, Italy
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Montefinese M, Ambrosini E, Roivainen E. No grammatical gender effect on affective ratings: evidence from Italian and German languages. Cogn Emot 2018; 33:848-854. [PMID: 29873624 DOI: 10.1080/02699931.2018.1483322] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
In this study, we tested the linguistic relativity hypothesis by studying the effect of grammatical gender (feminine vs. masculine) on affective judgments of conceptual representation in Italian and German. In particular, we examined the within- and cross-language grammatical gender effect and its interaction with participants' demographic characteristics (such as, the raters' age and sex) on semantic differential scales (affective ratings of valence, arousal and dominance) in Italian and German speakers. We selected the stimuli and the relative affective measures from Italian and German adaptations of the ANEW (Affective Norms for English Words). Bayesian and frequentist analyses yielded evidence for the absence of within- and cross-languages effects of grammatical gender and sex- and age-dependent interactions. These results suggest that grammatical gender does not affect judgments of affective features of semantic representation in Italian and German speakers, since an overt coding of word grammar is not required. Although further research is recommended to refine the impact of the grammatical gender on properties of semantic representation, these results have implications for any strong view of the linguistic relativity hypothesis.
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Affiliation(s)
- Maria Montefinese
- a Department of Experimental Psychology , University College London , London , UK
| | - Ettore Ambrosini
- b Department of Neuroscience , University of Padua , Padua , Italy.,c Department of General Psychology , University of Padua , Padua , Italy
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The Minho Word Pool: Norms for imageability, concreteness, and subjective frequency for 3,800 Portuguese words. Behav Res Methods 2018; 49:1065-1081. [PMID: 27388620 DOI: 10.3758/s13428-016-0767-4] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Words are widely used as stimuli in cognitive research. Because of their complexity, using words requires strict control of their objective (lexical and sublexical) and subjective properties. In this work, we present the Minho Word Pool (MWP), a dataset that provides normative values of imageability, concreteness, and subjective frequency for 3,800 (European) Portuguese words-three subjective measures that, in spite of being used extensively in research, have been scarce for Portuguese. Data were collected with 2,357 college students who were native speakers of European Portuguese. The participants rated 100 words drawn randomly from the full set for each of the three subjective indices, using a Web survey procedure (via a URL link). Analyses comparing the MWP ratings with those obtained for the same words from other national and international databases showed that the MWP norms are reliable and valid, thus providing researchers with a useful tool to support research in all neuroscientific areas using verbal stimuli. The MWP norms can be downloaded along with this article or from http://p-pal.di.uminho.pt/about/databases .
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Jacobs AM. Quantifying the Beauty of Words: A Neurocognitive Poetics Perspective. Front Hum Neurosci 2017; 11:622. [PMID: 29311877 PMCID: PMC5742167 DOI: 10.3389/fnhum.2017.00622] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 12/07/2017] [Indexed: 11/16/2022] Open
Abstract
In this paper I would like to pave the ground for future studies in Computational Stylistics and (Neuro-)Cognitive Poetics by describing procedures for predicting the subjective beauty of words. A set of eight tentative word features is computed via Quantitative Narrative Analysis (QNA) and a novel metric for quantifying word beauty, the aesthetic potential is proposed. Application of machine learning algorithms fed with this QNA data shows that a classifier of the decision tree family excellently learns to split words into beautiful vs. ugly ones. The results shed light on surface and semantic features theoretically relevant for affective-aesthetic processes in literary reading and generate quantitative predictions for neuroaesthetic studies of verbal materials.
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Affiliation(s)
- Arthur M Jacobs
- Department of Experimental and Neurocognitive Psychology, Freie Universität Berlin, Germany.,Dahlem Institute for Neuroimaging of Emotion, Berlin, Germany.,Center for Cognitive Neuroscience Berlin, Berlin, Germany
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Kordts-Freudinger R, Oergel K, Wuennemann M. Feel Bad and Keep Steady: Emotional Images and Words and Postural Control during Bipedal Stance. JOURNAL OF NONVERBAL BEHAVIOR 2017. [DOI: 10.1007/s10919-017-0260-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Imbir KK. The Affective Norms for Polish Short Texts (ANPST) Database Properties and Impact of Participants' Population and Sex on Affective Ratings. Front Psychol 2017; 8:855. [PMID: 28611707 PMCID: PMC5447762 DOI: 10.3389/fpsyg.2017.00855] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Accepted: 05/09/2017] [Indexed: 11/13/2022] Open
Abstract
The Affective Norms for Polish Short Texts (ANPST) dataset (Imbir, 2016d) is a list of 718 affective sentence stimuli with known affective properties with respect to subjectively perceived valence, arousal, dominance, origin, subjective significance, and source. This article examines the reliability of the ANPST and the impact of population type and sex on affective ratings. The ANPST dataset was introduced to provide a recognized method of eliciting affective states with linguistic stimuli more complex than single words and that included contextual information and thus are less ambiguous in interpretation than single word. Analysis of the properties of the ANPST dataset showed that norms collected are reliable in terms of split-half estimation and that the distributions of ratings are similar to those obtained in other affective norms studies. The pattern of correlations was the same as that found in analysis of an affective norms dataset for words based on the same six variables. Female psychology students' valence ratings were also more polarized than those of their female student peers studying other subjects, but arousal ratings were only higher for negative words. Differences also appeared for all other measured dimensions. Women's valence ratings were found to be more polarized and arousal ratings were higher than those made by men, and differences were also present for dominance, origin, and subjective significance. The ANPST is the first Polish language list of sentence stimuli and could easily be adapted for other languages and cultures.
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Affiliation(s)
- Kamil K Imbir
- Faculty of Psychology, University of WarsawWarsaw, Poland
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44
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Valence, arousal, familiarity, concreteness, and imageability ratings for 292 two-character Chinese nouns in Cantonese speakers in Hong Kong. PLoS One 2017; 12:e0174569. [PMID: 28346514 PMCID: PMC5367816 DOI: 10.1371/journal.pone.0174569] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2017] [Accepted: 03/12/2017] [Indexed: 11/27/2022] Open
Abstract
Words are frequently used as stimuli in cognitive psychology experiments, for example, in recognition memory studies. In these experiments, it is often desirable to control for the words’ psycholinguistic properties because differences in such properties across experimental conditions might introduce undesirable confounds. In order to avoid confounds, studies typically check to see if various affective and lexico-semantic properties are matched across experimental conditions, and so databases that contain values for these properties are needed. While word ratings for these variables exist in English and other European languages, ratings for Chinese words are not comprehensive. In particular, while ratings for single characters exist, ratings for two-character words—which often have different meanings than their constituent characters, are scarce. In this study, ratings for 292 two-character Chinese nouns were obtained from Cantonese speakers in Hong Kong. Affective variables, including valence and arousal, and lexico-semantic variables, including familiarity, concreteness, and imageability, were rated in the study. The words were selected from a film subtitle database containing word frequency information that could be extracted and listed alongside the resulting ratings. Overall, the subjective ratings showed good reliability across all rated dimensions, as well as good reliability within and between the different groups of participants who each rated a subset of the words. Moreover, several well-established relationships between the variables found consistently in other languages were also observed in this study, demonstrating that the ratings are valid. The resulting word database can be used in studies where control for the above psycholinguistic variables is critical to the research design.
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Ullrich S, Aryani A, Kraxenberger M, Jacobs AM, Conrad M. On the Relation between the General Affective Meaning and the Basic Sublexical, Lexical, and Inter-lexical Features of Poetic Texts-A Case Study Using 57 Poems of H. M. Enzensberger. Front Psychol 2017; 7:2073. [PMID: 28123376 PMCID: PMC5225144 DOI: 10.3389/fpsyg.2016.02073] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2016] [Accepted: 12/22/2016] [Indexed: 12/03/2022] Open
Abstract
The literary genre of poetry is inherently related to the expression and elicitation of emotion via both content and form. To explore the nature of this affective impact at an extremely basic textual level, we collected ratings on eight different general affective meaning scales—valence, arousal, friendliness, sadness, spitefulness, poeticity, onomatopoeia, and liking—for 57 German poems (“die verteidigung der wölfe”) which the contemporary author H. M. Enzensberger had labeled as either “friendly,” “sad,” or “spiteful.” Following Jakobson's (1960) view on the vivid interplay of hierarchical text levels, we used multiple regression analyses to explore the specific influences of affective features from three different text levels (sublexical, lexical, and inter-lexical) on the perceived general affective meaning of the poems using three types of predictors: (1) Lexical predictor variables capturing the mean valence and arousal potential of words; (2) Inter-lexical predictors quantifying peaks, ranges, and dynamic changes within the lexical affective content; (3) Sublexical measures of basic affective tone according to sound-meaning correspondences at the sublexical level (see Aryani et al., 2016). We find the lexical predictors to account for a major amount of up to 50% of the variance in affective ratings. Moreover, inter-lexical and sublexical predictors account for a large portion of additional variance in the perceived general affective meaning. Together, the affective properties of all used textual features account for 43–70% of the variance in the affective ratings and still for 23–48% of the variance in the more abstract aesthetic ratings. In sum, our approach represents a novel method that successfully relates a prominent part of variance in perceived general affective meaning in this corpus of German poems to quantitative estimates of affective properties of textual components at the sublexical, lexical, and inter-lexical level.
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Affiliation(s)
- Susann Ullrich
- Languages of Emotion, Freie Universität BerlinBerlin, Germany; Department of Experimental and Neurocognitive Psychology, Freie Universität BerlinBerlin, Germany
| | - Arash Aryani
- Languages of Emotion, Freie Universität BerlinBerlin, Germany; Department of Experimental and Neurocognitive Psychology, Freie Universität BerlinBerlin, Germany
| | - Maria Kraxenberger
- Languages of Emotion, Freie Universität BerlinBerlin, Germany; Max Planck Institute for Empirical AestheticsFrankfurt am Main, Germany
| | - Arthur M Jacobs
- Languages of Emotion, Freie Universität BerlinBerlin, Germany; Department of Experimental and Neurocognitive Psychology, Freie Universität BerlinBerlin, Germany; Dahlem Institute for Neuroimaging of Emotion, Freie Universität BerlinBerlin, Germany
| | - Markus Conrad
- Languages of Emotion, Freie Universität BerlinBerlin, Germany; Department of Cognitive, Social and Organizational Psychology, Universidad de La LagunaSan Cristóbal de La Laguna, Spain
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46
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Fairfield B, Ambrosini E, Mammarella N, Montefinese M. Affective Norms for Italian Words in Older Adults: Age Differences in Ratings of Valence, Arousal and Dominance. PLoS One 2017; 12:e0169472. [PMID: 28046070 PMCID: PMC5207701 DOI: 10.1371/journal.pone.0169472] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2016] [Accepted: 12/17/2016] [Indexed: 11/19/2022] Open
Abstract
In line with the dimensional theory of emotional space, we developed affective norms for words rated in terms of valence, arousal and dominance in a group of older adults to complete the adaptation of the Affective Norms for English Words (ANEW) for Italian and to aid research on aging. Here, as in the original Italian ANEW database, participants evaluated valence, arousal, and dominance by means of the Self-Assessment Manikin (SAM) in a paper-and-pencil procedure. We observed high split-half reliabilities within the older sample and high correlations with the affective ratings of previous research, especially for valence, suggesting that there is large agreement among older adults within and across-languages. More importantly, we found high correlations between younger and older adults, showing that our data are generalizable across different ages. However, despite this across-ages accord, we obtained age-related differences on three affective dimensions for a great number of words. In particular, older adults rated as more arousing and more unpleasant a number of words that younger adults rated as moderately unpleasant and arousing in our previous affective norms. Moreover, older participants rated negative stimuli as more arousing and positive stimuli as less arousing than younger participants, thus leading to a less-curved distribution of ratings in the valence by arousal space. We also found more extreme ratings for older adults for the relationship between dominance and arousal: older adults gave lower dominance and higher arousal ratings for words rated by younger adults with middle dominance and arousal values. Together, these results suggest that our affective norms are reliable and can be confidently used to select words matched for the affective dimensions of valence, arousal and dominance across younger and older participants for future research in aging.
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Affiliation(s)
- Beth Fairfield
- Department of Psychological, Health and Territorial Sciences, University “G. d’Annunzio”, Chieti, Italy
| | | | - Nicola Mammarella
- Department of Psychological, Health and Territorial Sciences, University “G. d’Annunzio”, Chieti, Italy
| | - Maria Montefinese
- Department of Neuroscience, University of Padua, Padua, Italy
- * E-mail:
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Affective norms of 875 Spanish words for five discrete emotional categories and two emotional dimensions. Behav Res Methods 2016; 48:272-84. [PMID: 25740761 DOI: 10.3758/s13428-015-0572-5] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
In the present study, we introduce affective norms for a new set of Spanish words, the Madrid Affective Database for Spanish (MADS), that were scored on two emotional dimensions (valence and arousal) and on five discrete emotional categories (happiness, anger, sadness, fear, and disgust), as well as on concreteness, by 660 Spanish native speakers. Measures of several objective psycholinguistic variables--grammatical class, word frequency, number of letters, and number of syllables--for the words are also included. We observed high split-half reliabilities for every emotional variable and a strong quadratic relationship between valence and arousal. Additional analyses revealed several associations between the affective dimensions and discrete emotions, as well as with some psycholinguistic variables. This new corpus complements and extends prior databases in Spanish and allows for designing new experiments investigating the influence of affective content in language processing under both dimensional and discrete theoretical conceptions of emotion. These norms can be downloaded as supplemental materials for this article from www.dropbox.com/s/o6dpw3irk6utfhy/Hinojosa%20et%20al_Supplementary%20materials.xlsx?dl=0 .
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48
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When emotions are expressed figuratively: Psycholinguistic and Affective Norms of 619 Idioms for German (PANIG). Behav Res Methods 2016; 48:91-111. [PMID: 25821142 DOI: 10.3758/s13428-015-0581-4] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Despite flourishing research on the relationship between emotion and literal language, and despite the pervasiveness of figurative expressions in communication, the role of figurative language in conveying affect has been underinvestigated. This study provides affective and psycholinguistic norms for 619 German idiomatic expressions and explores the relationships between affective and psycholinguistic idiom properties. German native speakers rated each idiom for emotional valence, arousal, familiarity, semantic transparency, figurativeness, and concreteness. They also described the figurative meaning of each idiom and rated how confident they were about the attributed meaning. The results showed that idioms rated high in valence were also rated high in arousal. Negative idioms were rated as more arousing than positive ones, in line with results from single words. Furthermore, arousal correlated positively with figurativeness (supporting the idea that figurative expressions are more emotionally engaging than literal expressions) and with concreteness and semantic transparency. This suggests that idioms may convey a more direct reference to sensory representations, mediated by the meanings of their constituting words. Arousal correlated positively with familiarity. In addition, positive idioms were rated as more familiar than negative idioms. Finally, idioms without a literal counterpart were rated as more emotionally valenced and arousing than idioms with a literal counterpart. Although the meanings of ambiguous idioms were less correctly defined than those of unambiguous idioms, ambiguous idioms were rated as more concrete than unambiguous ones. We also discuss the relationships between the various psycholinguistic variables characterizing idioms, with reference to the literature on idiom structure and processing.
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Sianipar A, van Groenestijn P, Dijkstra T. Affective Meaning, Concreteness, and Subjective Frequency Norms for Indonesian Words. Front Psychol 2016; 7:1907. [PMID: 27999556 PMCID: PMC5138238 DOI: 10.3389/fpsyg.2016.01907] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Accepted: 11/21/2016] [Indexed: 11/30/2022] Open
Abstract
This study investigated the lexical-semantic space organized by the semantic and affective features of Indonesian words and their relationship with gender and cultural aspects. We recruited 1,402 participants who were native speakers of Indonesian to rate affective and lexico-semantic properties of 1,490 Indonesian words. Valence, Arousal, Dominance, Predictability, Subjective Frequency, and Concreteness ratings were collected for each word from at least 52 people. We explored cultural differences between American English ANEW (affective norms for English words), Spanish ANEW, and the new Indonesian inventory [called CEFI (concreteness, emotion, and subjective frequency norms for Indonesian words)]. We found functional relationships between the affective dimensions that were similar across languages, but also cultural differences dependent on gender.
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Affiliation(s)
- Agnes Sianipar
- Donders Institute for Brain, Cognition and Behaviour, Radboud University NijmegenNijmegen, Netherlands
- Faculty of Psychology, Universitas IndonesiaDepok, Indonesia
| | - Pieter van Groenestijn
- Research Technical Support Group, Faculty of Social Sciences, Radboud University NijmegenNijmegen, Netherlands
| | - Ton Dijkstra
- Donders Institute for Brain, Cognition and Behaviour, Radboud University NijmegenNijmegen, Netherlands
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Jacobs A, Hofmann MJ, Kinder A. On Elementary Affective Decisions: To Like Or Not to Like, That Is the Question. Front Psychol 2016; 7:1836. [PMID: 27933013 PMCID: PMC5122311 DOI: 10.3389/fpsyg.2016.01836] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Accepted: 11/07/2016] [Indexed: 12/31/2022] Open
Abstract
Perhaps the most ubiquitous and basic affective decision of daily life is deciding whether we like or dislike something/somebody, or, in terms of psychological emotion theories, whether the object/subject has positive or negative valence. Indeed, people constantly make such liking decisions within a glimpse and, importantly, often without expecting any obvious benefit or knowing the exact reasons for their judgment. In this paper, we review research on such elementary affective decisions (EADs) that entail no direct overt reward with a special focus on Neurocognitive Poetics and discuss methods and models for investigating the neuronal and cognitive-affective bases of EADs to verbal materials with differing degrees of complexity. In line with evolutionary and appraisal theories of (aesthetic) emotions and data from recent neurocognitive studies, the results of a decision tree modeling approach simulating EADs to single words suggest that a main driving force behind EADs is the extent to which such high-dimensional stimuli are associated with the “basic” emotions joy/happiness and disgust.
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Affiliation(s)
- Arthur Jacobs
- Department of Experimental and Neurocognitive Psychology, Freie Universität BerlinBerlin, Germany; Center for Cognitive Neuroscience, Freie Universität BerlinBerlin, Germany; Dahlem Institute for Neuroimaging of Emotion, Freie Universität BerlinBerlin, Germany
| | - Markus J Hofmann
- Department of General and Biological Psychology, Bergische Universität Wuppertal Wuppertal, Germany
| | - Annette Kinder
- Department of Education and Psychology, Freie Universität Berlin Berlin, Germany
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