Self-report captures 27 distinct categories of emotion bridged by continuous gradients

Significance Claims about how reported emotional experiences are geometrically organized within a semantic space have shaped the study of emotion. Using statistical methods to analyze reports of emotional states elicited by 2,185 emotionally evocative short videos with richly varying situational content, we uncovered 27 varieties of reported emotional experience. Reported experience is better captured by categories such as “amusement” than by ratings of widely measured affective dimensions such as valence and arousal. Although categories are found to organize dimensional appraisals in a coherent and powerful fashion, many categories are linked by smooth gradients, contrary to discrete theories. Our results comprise an approximation of a geometric structure of reported emotional experience. Emotions are centered in subjective experiences that people represent, in part, with hundreds, if not thousands, of semantic terms. Claims about the distribution of reported emotional states and the boundaries between emotion categories—that is, the geometric organization of the semantic space of emotion—have sparked intense debate. Here we introduce a conceptual framework to analyze reported emotional states elicited by 2,185 short videos, examining the richest array of reported emotional experiences studied to date and the extent to which reported experiences of emotion are structured by discrete and dimensional geometries. Across self-report methods, we find that the videos reliably elicit 27 distinct varieties of reported emotional experience. Further analyses revealed that categorical labels such as amusement better capture reports of subjective experience than commonly measured affective dimensions (e.g., valence and arousal). Although reported emotional experiences are represented within a semantic space best captured by categorical labels, the boundaries between categories of emotion are fuzzy rather than discrete. By analyzing the distribution of reported emotional states we uncover gradients of emotion—from anxiety to fear to horror to disgust, calmness to aesthetic appreciation to awe, and others—that correspond to smooth variation in affective dimensions such as valence and dominance. Reported emotional states occupy a complex, high-dimensional categorical space. In addition, our library of videos and an interactive map of the emotional states they elicit (https://s3-us-west-1.amazonaws.com/emogifs/map.html) are made available to advance the science of emotion.

[1]  C. Darwin The Expression of the Emotions in Man and Animals , .

[2]  Antoinette M. Feleky The expression of the emotions. , 1914 .

[3]  H. Hotelling Analysis of a complex of statistical variables into principal components. , 1933 .

[4]  C. Osgood Dimensionality of the semantic space for communication via facial expressions. , 1966, Scandinavian journal of psychology.

[5]  W. Quine On the Reasons for Indeterminacy of Translation , 1970 .

[6]  Charles D. Spielberger,et al.  Anxiety as an Emotional State , 1972 .

[7]  J. Russell,et al.  An approach to environmental psychology , 1974 .

[8]  J. Russell Evidence of Convergent Validity on the Dimensions of Affect , 1978 .

[9]  P. Ekman,et al.  Facial signs of emotional experience. , 1980 .

[10]  G. Schwartz,et al.  Relationships between facial electromyography and subjective experience during affective imagery , 1980, Biological Psychology.

[11]  Craig A. Smith,et al.  Patterns of cognitive appraisal in emotion. , 1985, Journal of personality and social psychology.

[12]  R. Larsen,et al.  The Satisfaction with Life Scale , 1985, Journal of personality assessment.

[13]  A. Ohman,et al.  Face the beast and fear the face: animal and social fears as prototypes for evolutionary analyses of emotion. , 1986, Psychophysiology.

[14]  P. Shaver,et al.  Emotion knowledge: further exploration of a prototype approach. , 1987, Journal of personality and social psychology.

[15]  A. Fallon,et al.  A perspective on disgust. , 1987, Psychological review.

[16]  D. Watson,et al.  Development and validation of brief measures of positive and negative affect: the PANAS scales. , 1988, Journal of personality and social psychology.

[17]  N. Frijda,et al.  Relations among emotion, appraisal, and emotional action readiness , 1989 .

[18]  J. Reeve,et al.  The interest-enjoyment distinction in intrinsic motivation , 1989 .

[19]  S. Reiss Expectancy model of fear, anxiety, and panic , 1991 .

[20]  J. Russell Culture and the categorization of emotions. , 1991, Psychological bulletin.

[21]  R. Lazarus Progress on a cognitive-motivational-relational theory of emotion. , 1991, The American psychologist.

[22]  R. Lazarus Emotion and Adaptation , 1991 .

[23]  Ira J. Roseman Appraisal determinants of discrete emotions. , 1991 .

[24]  John J. Magee,et al.  Categorical perception of facial expressions , 1992, Cognition.

[25]  J. Gross,et al.  Emotional suppression: physiology, self-report, and expressive behavior. , 1993, Journal of personality and social psychology.

[26]  J. Reeve,et al.  The face of interest , 1993 .

[27]  D. Cicchetti Emotion and Adaptation , 1993 .

[28]  R. Davidson Parsing affective space: Perspectives from neuropsychology and psychophysiology. , 1993 .

[29]  Tom Cox,et al.  Exploratory Factor Analysis: A Users’Guide , 1993 .

[30]  Willibald Ruch,et al.  Exhilaration and humor. , 1993 .

[31]  R. Baumeister,et al.  Guilt: an interpersonal approach. , 1994, Psychological bulletin.

[32]  J. Russell Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies. , 1994, Psychological bulletin.

[33]  P. Shaver,et al.  Is love a "basic" emotion? , 1996 .

[34]  E. Rosenberg Levels of Analysis and the Organization of Affect , 1998 .

[35]  Zeelenberg,et al.  Emotional Reactions to the Outcomes of Decisions: The Role of Counterfactual Thought in the Experience of Regret and Disappointment. , 1998, Organizational behavior and human decision processes.

[36]  Nirbhay N. Singh,et al.  Facial Expressions of Emotion , 1998 .

[37]  B. Fredrickson What Good Are Positive Emotions? , 1998, Review of general psychology : journal of Division 1, of the American Psychological Association.

[38]  R. MacCallum,et al.  Sample size in factor analysis. , 1999 .

[39]  P. Rozin,et al.  The CAD triad hypothesis: a mapping between three moral emotions (contempt, anger, disgust) and three moral codes (community, autonomy, divinity). , 1999, Journal of personality and social psychology.

[40]  D. Kahneman,et al.  Well-being : the foundations of hedonic psychology , 1999 .

[41]  Harrison Si,et al.  Handbook of Research Methods in Social and Personality Psychology: Author Index , 2013 .

[42]  R. Chris Fraley,et al.  Adult Romantic Attachment: Theoretical Developments, Emerging Controversies, and Unanswered Questions , 2000 .

[43]  J. Lerner,et al.  Fear, anger, and risk. , 2001, Journal of personality and social psychology.

[44]  Jeff T. Larsen,et al.  Can people feel happy and sad at the same time? , 2001, Journal of personality and social psychology.

[45]  K. Luan Phan,et al.  Functional Neuroanatomy of Emotion: A Meta-Analysis of Emotion Activation Studies in PET and fMRI , 2002, NeuroImage.

[46]  Michael D. Robinson,et al.  Belief and feeling: evidence for an accessibility model of emotional self-report. , 2002, Psychological bulletin.

[47]  L. Diamond What does sexual orientation orient? A biobehavioral model distinguishing romantic love and sexual desire. , 2003, Psychological review.

[48]  P. Rozin,et al.  High frequency of facial expressions corresponding to confusion, concentration, and worry in an analysis of naturally occurring facial expressions of Americans. , 2003, Emotion.

[49]  K. Luan Phan,et al.  Valence, gender, and lateralization of functional brain anatomy in emotion: a meta-analysis of findings from neuroimaging , 2003, NeuroImage.

[50]  A. Lawrence,et al.  Functional neuroanatomy of emotions: A meta-analysis , 2003, Cognitive, affective & behavioral neuroscience.

[51]  J. Russell Core affect and the psychological construction of emotion. , 2003, Psychological review.

[52]  D. Keltner,et al.  Approaching awe, a moral, spiritual, and aesthetic emotion , 2003, Cognition & emotion.

[53]  K. Berridge,et al.  Parsing reward , 2003, Trends in Neurosciences.

[54]  Goldie `Emotion, Feeling, and Knowledge of the world? , 2003 .

[55]  Lisa Feldman Barrett,et al.  Feelings or words? Understanding the content in self-report ratings of experienced emotion. , 2004, Journal of personality and social psychology.

[56]  J. O'Doherty,et al.  Empathy for Pain Involves the Affective but not Sensory Components of Pain , 2004, Science.

[57]  Sam J. Maglio,et al.  Emotional category data on images from the international affective picture system , 2005, Behavior research methods.

[58]  J. Russell,et al.  The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology , 2005, Development and Psychopathology.

[59]  P. Silvia What is interesting? Exploring the appraisal structure of interest. , 2005, Emotion.

[60]  John Sabini,et al.  TARGET ARTICLE: Why Emotion Names and Experiences Don't Neatly Pair , 2005 .

[61]  J. Panksepp Affective consciousness: Core emotional feelings in animals and humans , 2005, Consciousness and Cognition.

[62]  J. Gross,et al.  The tie that binds? Coherence among emotion experience, behavior, and physiology. , 2005, Emotion.

[63]  P. Silvia Cognitive Appraisals and Interest in Visual Art: Exploring an Appraisal Theory of Aesthetic Emotions , 2005 .

[64]  Richard Frost,et al.  Born to be good , 2005 .

[65]  Constantine Sedikides,et al.  Nostalgia: content, triggers, functions. , 2006, Journal of personality and social psychology.

[66]  L. F. Barrett Are Emotions Natural Kinds? , 2006, Perspectives on psychological science : a journal of the Association for Psychological Science.

[67]  C. Izard Emotion Feelings Stem from Evolution and Neurobiological Development, Not From Conceptual Acts: Corrections for Barrett et al. (2007) , 2007, Perspectives on Psychological Science.

[68]  B. Mesquita,et al.  The experience of emotion. , 2007, Annual review of psychology.

[69]  C. Izard Basic Emotions, Natural Kinds, Emotion Schemas, and a New Paradigm , 2007, Perspectives on psychological science : a journal of the Association for Psychological Science.

[70]  R. Adolphs,et al.  Emotion and consciousness , 2007, Trends in Cognitive Sciences.

[71]  James J Gross,et al.  Same situation--different emotions: how appraisals shape our emotions. , 2007, Emotion.

[72]  Jessica L. Tracy,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES The Psychological Structure of Pride : A Tale of Two Facets , 2007 .

[73]  J. Panksepp Neurologizing the Psychology of Affects: How Appraisal-Based Constructivism and Basic Emotion Theory Can Coexist , 2007, Perspectives on psychological science : a journal of the Association for Psychological Science.

[74]  Geoffrey E. Hinton,et al.  Visualizing Data using t-SNE , 2008 .

[75]  Jonas K. Olofsson,et al.  Affective picture processing: An integrative review of ERP findings , 2008, Biological Psychology.

[76]  A. David,et al.  Predictors of amygdala activation during the processing of emotional stimuli: A meta-analysis of 385 PET and fMRI studies , 2008, Brain Research Reviews.

[77]  Jessica L. Tracy,et al.  The spontaneous expression of pride and shame: Evidence for biologically innate nonverbal displays , 2008, Proceedings of the National Academy of Sciences.

[78]  Matthew L. Davidson,et al.  The neuroimaging of emotion. , 2008 .

[79]  Z. Kövecses,et al.  The Cambridge Handbook of Metaphor and Thought: Metaphor and emotion , 2008 .

[80]  C. Carver,et al.  Anger is an approach-related affect: evidence and implications. , 2009, Psychological bulletin.

[81]  Michael D. Robinson,et al.  Measures of emotion: A review , 2009, Cognition & emotion.

[82]  G. Bonanno The Other Side of Sadness: What the New Science of Bereavement Tells Us About Life After Loss , 2009 .

[83]  C. Darwin,et al.  The Expression of the Emotions in Man and Animals , 1956 .

[84]  Marcel Zeelenberg,et al.  Leveling up and down: the experiences of benign and malicious envy. , 2009, Emotion.

[85]  P. Goldie Getting Feelings into Emotional Experience in the Right Way , 2009 .

[86]  K. Scherer The dynamic architecture of emotion: Evidence for the component process model , 2009 .

[87]  Emiliana R. Simon-Thomas,et al.  Compassion: an evolutionary analysis and empirical review. , 2010, Psychological bulletin.

[88]  J. Coan What We Talk About When We Talk About Emotion , 2010 .

[89]  Chu Kim-prieto,et al.  New Well-being Measures: Short Scales to Assess Flourishing and Positive and Negative Feelings , 2010 .

[90]  Sylvia D. Kreibig,et al.  Autonomic nervous system activity in emotion: A review , 2010, Biological Psychology.

[91]  S. Hamann,et al.  Neuroimaging Support for Discrete Neural Correlates of Basic Emotions: A Voxel-based Meta-analysis , 2010, Journal of Cognitive Neuroscience.

[92]  A. Moors Automatic Constructive Appraisal as a Candidate Cause of Emotion , 2010 .

[93]  J. Russell,et al.  Neural systems subserving valence and arousal during the experience of induced emotions. , 2010, Emotion.

[94]  Björn W. Schuller,et al.  AVEC 2011-The First International Audio/Visual Emotion Challenge , 2011, ACII.

[95]  P. Ekman,et al.  What is Meant by Calling Emotions Basic , 2011 .

[96]  Ethan P. Waples,et al.  The influence of discrete emotions on judgement and decision-making: A meta-analytic review , 2011, Cognition & emotion.

[97]  Stephanie E. Moser,et al.  Feeling good: autonomic nervous system responding in five positive emotions. , 2011, Emotion.

[98]  Heather C. Lench,et al.  Discrete emotions predict changes in cognition, judgment, experience, behavior, and physiology: a meta-analysis of experimental emotion elicitations. , 2011, Psychological bulletin.

[99]  Adrian P Burgess,et al.  A facial expression for anxiety. , 2012, Journal of personality and social psychology.

[100]  Elinor McKone,et al.  Not just fear and sadness: Meta-analytic evidence of pervasive emotion recognition deficits for facial and vocal expressions in psychopathy , 2012, Neuroscience & Biobehavioral Reviews.

[101]  Stephan Hamann,et al.  Mapping discrete and dimensional emotions onto the brain: controversies and consensus , 2012, Trends in Cognitive Sciences.

[102]  David Matsumoto,et al.  Culture and Emotion , 2012, The Handbook of Culture and Psychology.

[103]  Lisa Feldman Barrett,et al.  Psychological Construction: The Darwinian Approach to the Science of Emotion , 2013 .

[104]  M. Brysbaert,et al.  Norms of valence, arousal, dominance, and age of acquisition for 4,300 Dutch words , 2013, Behavior research methods.

[105]  A. Ortony,et al.  Psychological Construction in the OCC Model of Emotion , 2013, Emotion review : journal of the International Society for Research on Emotion.

[106]  Tuomas Eerola,et al.  A Review of Music and Emotion Studies: Approaches, Emotion Models, and Stimuli , 2013 .

[107]  Lisa Feldman Barrett,et al.  The psychological construction of emotion , 2014 .

[108]  Juan Carlos Fernández,et al.  Multiobjective evolutionary algorithms to identify highly autocorrelated areas: the case of spatial distribution in financially compromised farms , 2014, Ann. Oper. Res..

[109]  P. Ellsworth Basic Emotions and the Rocks of New Hampshire , 2014 .

[110]  The Experimental Psychology of Beauty , 2015 .

[111]  Peter Totterdell,et al.  Eliciting mixed emotions: a meta-analysis comparing models, types, and measures , 2015, Front. Psychol..

[112]  Philip A. Kragel,et al.  Multivariate neural biomarkers of emotional states are categorically distinct. , 2015, Social cognitive and affective neuroscience.

[113]  Paul Ekman,et al.  What Scientists Who Study Emotion Agree About , 2016, Perspectives on psychological science : a journal of the Association for Psychological Science.

[114]  What We Talk About When We Talk About Emotions , 2016, Cell.

[115]  Brock Bastian,et al.  The Discrete Emotions Questionnaire: A New Tool for Measuring State Self-Reported Emotions , 2016, PloS one.

[116]  Ajay B. Satpute,et al.  The Brain Basis of Positive and Negative Affect: Evidence from a Meta-Analysis of the Human Neuroimaging Literature. , 2016, Cerebral cortex.

[117]  Jessica L. Tracy,et al.  Expression of emotion , 2016 .

[118]  Philip A. Kragel,et al.  Decoding the Nature of Emotion in the Brain , 2016, Trends in Cognitive Sciences.

[119]  Joseph E LeDoux,et al.  A higher-order theory of emotional consciousness , 2017, Proceedings of the National Academy of Sciences.

[120]  C. Hunt,et al.  Suppression and Expression of Emotion in Social and Interpersonal Outcomes: A Meta-Analysis , 2017, Emotion.

[121]  Dacher Keltner,et al.  Understanding multimodal emotional expressions: recent advances in basic emotino theory , 2017 .

[122]  Lauren A. J. Kirby,et al.  Affective mapping: An activation likelihood estimation (ALE) meta-analysis , 2014, Brain and Cognition.

[123]  Michael H. Parrish,et al.  The role of language in the experience and perception of emotion: a neuroimaging meta-analysis , 2016, Social cognitive and affective neuroscience.

[124]  Emiliana R. Simon-Thomas,et al.  Beyond Happiness: Building a Science of Discrete Positive Emotions , 2017, The American psychologist.

[125]  James A. Russell,et al.  Mixed Emotions Viewed from the Psychological Constructionist Perspective , 2017 .