Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Letter
  • Published:

Increasing verbal knowledge mediates development of multidimensional emotion representations

Abstract

How do people represent their own and others’ emotional experiences? Contemporary emotion theories and growing evidence suggest that the conceptual representation of emotion plays a central role in how people understand the emotions both they and other people feel1,2,3,4,5,6. Although decades of research indicate that adults typically represent emotion concepts as multidimensional, with valence (positive–negative) and arousal (activating–deactivating) as two primary dimensions7,8,9,10, little is known about how this bidimensional (or circumplex) representation arises11. Here we show that emotion representations develop from a monodimensional focus on valence to a bidimensional focus on both valence and arousal from age 6 to age 25. We investigated potential mechanisms underlying this effect and found that increasing verbal knowledge mediated the development of emotion representation over and above three other potential mediators: fluid reasoning, the general ability to represent non-emotional stimuli bidimensionally and task-related behaviours (for example, using extreme ends of rating scales). These results indicate that verbal development aids the expansion of emotion concept representations (and potentially emotional experiences) from a ‘positive or negative’ dichotomy in childhood to a multidimensional organization in adulthood.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Schematics for the semantic similarities and perceptual similarities tasks.
Fig. 2: Visual depiction of sample-level emotion representation and changes in emotion representation across age.
Fig. 3: Changes in emotion representation across age.
Fig. 4: Results of robust bootstrapped mediation analyses examining potential mediators of emotion concept development.

Similar content being viewed by others

References

  1. Barrett, L. F. Solving the emotion paradox: categorization and the experience of emotion. Personal. Soc. Psychol. Rev. 10, 20–46 (2006).

    Article  Google Scholar 

  2. Nook, E. C., Lindquist, K. A. & Zaki, J. A new look at emotion perception: concepts speed and shape facial emotion recognition. Emotion 15, 569–578 (2015).

    Article  PubMed  Google Scholar 

  3. Satpute, A. B. et al. Emotions in ‘black or white’ or shades of gray? How we think about emotion shapes our perception and neural representation of emotion. Psychol. Sci. 27, 1428–1442 (2016).

    Article  PubMed  PubMed Central  Google Scholar 

  4. Lindquist, K. A. & Barrett, L. F. Constructing emotion: the experience of fear as a conceptual act. Psychol. Sci. 19, 898–903 (2008).

    Article  PubMed  PubMed Central  Google Scholar 

  5. Lindquist, K. A., Satpute, A. B. & Gendron, M. Does language do more than communicate emotion? Curr. Dir. Psychol. Sci. 24, 99–108 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  6. Widen, S. C., Pochedly, J. T. & Russell, J. A. The development of emotion concepts: a story superiority effect in older children and adolescents. J. Exp. Child Psychol. 131, 186–192 (2015).

    Article  PubMed  Google Scholar 

  7. Russell, J. A. A circumplex model of affect. J. Pers. Soc. Psychol. 39, 1161–1178 (1980).

    Article  Google Scholar 

  8. Russell, J. A. Core affect and the psychological construction of emotion. Psychol. Rev. 110, 145–172 (2003).

    Article  PubMed  Google Scholar 

  9. Barrett, L. F. Feelings or words? Understanding the content in self-report ratings of experienced emotion. J. Pers. Soc. Psychol. 87, 266–281 (2004).

    Article  PubMed  PubMed Central  Google Scholar 

  10. Ong, D. C., Zaki, J. & Goodman, N. D. Affective cognition: exploring lay theories of emotion. Cognition 143, 141–162 (2015).

    Article  PubMed  Google Scholar 

  11. Somerville, L. H. & Mclaughlin, K. A. in The Nature of Emotion: Fundamental Questions 2nd edn (eds Fox, A. S. et al.) (Oxford Univ. Press, New York, NY, in the press).

  12. Adolphs, R. How should neuroscience study emotions? By distinguishing emotion states, concepts, and experiences. Soc. Cogn. Affect. Neurosci. 12, 24–31 (2016).

  13. Kousta, S.-T., Vigliocco, G., Vinson, D. P., Andrews, M. & Del Campo, E. The representation of abstract words: why emotion matters. J. Exp. Psychol. Gen. 140, 14–34 (2011).

    Article  PubMed  Google Scholar 

  14. Widen, S. C. Children’s interpretation of facial expressions: the long path from valence-based to specific discrete categories. Emot. Rev. 5, 72–77 (2013).

    Article  Google Scholar 

  15. Wintre, M. G. & Vallance, D. D. A developmental sequence in the comprehension of emotions: intensity, multiple emotions, and valence. Dev. Psychol. 30, 509–514 (1994).

    Article  Google Scholar 

  16. Larsen, J. T., To, Y. M. & Fireman, G. Children’s understanding and experience of mixed emotions. Psychol. Sci. 18, 186–191 (2007).

    Article  PubMed  Google Scholar 

  17. Gnepp, J. & Klayman, J. Recognition of uncertainty in emotional inferences: Reasoning about emotionally equivocal situations. Dev. Psychol. 28, 145–158 (1992).

    Article  Google Scholar 

  18. Pons, F., Harris, P. L. & de Rosnay, M. Emotion comprehension between 3 and 11 years: developmental periods and hierarchical organization. Eur. J. Dev. Psychol. 1, 127–152 (2004).

    Article  Google Scholar 

  19. Harter, S. & Buddin, B. J. Children’s understanding of the simultaneity of two emotions: a five-stage developmental acquisition sequence. Dev. Psychol. 23, 388–399 (1987).

    Article  Google Scholar 

  20. Russell, J. A. & Ridgeway, D. Dimensions underlying children’s emotion concepts. Dev. Psychol. 19, 795–804 (1983).

    Article  Google Scholar 

  21. Bullock, M. & Russell, J. A. Preschool children’s interpretation of facial expressions of emotion. Int. J. Behav. Dev. 7, 193–214 (1984).

    Article  Google Scholar 

  22. Russell, J. A. & Bullock, M. Multidimensional scaling of emotional facial expressions: similarity from preschoolers to adults. J. Pers. Soc. Psychol. 48, 1290–1298 (1985).

    Article  Google Scholar 

  23. Sharp, C., van Goozen, S. & Goodyer, I. Children’s subjective emotional reactivity to affective pictures: gender differences and their antisocial correlates in an unselected sample of 7-11-year-olds. J. Child Psychol. Psychiatry 47, 143–150 (2006).

    Article  PubMed  Google Scholar 

  24. Kashdan, T. B., Barrett, L. F. & McKnight, P. E. Unpacking emotion differentiation: transforming unpleasant experience by perceiving distinctions in negativity. Curr. Dir. Psychol. Sci. 24, 10–16 (2015).

    Article  Google Scholar 

  25. Salmon, K., O’Kearney, R., Reese, E. & Fortune, C.-A. The role of language skill in child psychopathology: implications for intervention in the early years. Clin. Child Fam. Psychol. Rev. 19, 352–367 (2016).

    Article  PubMed  Google Scholar 

  26. Farkas, G. & Beron, K. The detailed age trajectory of oral vocabulary knowledge: differences by class and race. Soc. Sci. Res. 33, 464–497 (2004).

    Article  Google Scholar 

  27. Baron-Cohen, S., Golan, O., Wheelwright, S., Granader, Y. & Hill, J. Emotion word comprehension from 4 to 16 years old: a developmental survey. Front. Evol. Neurosci. 2, 109 (2010).

    Article  PubMed  PubMed Central  Google Scholar 

  28. Lupyan, G. in The Psychology of Learning and Motivation Vol. 57 (ed. Ross, B. H.) 255–297 (Academic Press, London, 2012).

  29. Fugate, J. M. B., Gouzoules, H. & Barrett, L. F. Reading chimpanzee faces: evidence for the role of verbal labels in categorical perception of emotion. Emotion 10, 544–554 (2010).

    Article  PubMed  PubMed Central  Google Scholar 

  30. Beck, L., Kumschick, I. R., Eid, M. & Klann-Delius, G. Relationship between language competence and emotional competence in middle childhood. Emotion 12, 503–514 (2012).

    Article  PubMed  Google Scholar 

  31. De Stasio, S., Fiorilli, C. & Di Chiacchio, C. Effects of verbal ability and fluid intelligence on children’s emotion understanding. Int. J. Psychol. 49, 409–414 (2014).

    Article  PubMed  Google Scholar 

  32. de Rosnay, M., Pons, F., Harris, P. L. & Morrell, J. M. B. A lag between understanding false belief and emotion attribution in young children: relationships with linguistic ability and mothers’ mental-state language. Br. J. Dev. Psychol. 22, 197–218 (2004).

    Article  Google Scholar 

  33. Cattell, R. B. Intelligence: Its Structure, Growth and Action (North-Holland, Amsterdam, 1987).

  34. Piaget, J. The Child’s Conception of Number (Norton, New York, NY, 1952).

  35. Howard, D. V. & Howard, J. H. A multidimensional scaling analysis of the development of animal names. Dev. Psychol. 13, 108–113 (1977).

    Article  Google Scholar 

  36. Chambers, C. T. & Johnston, C. Developmental differences in children’s use of rating scales. J. Pediatr. Psychol. 27, 27–36 (2002).

    Article  PubMed  Google Scholar 

  37. Suvak, M. K. et al. Emotional granularity and borderline personality disorder. J. Abnorm. Psychol. 120, 414–426 (2011).

    Article  PubMed  PubMed Central  Google Scholar 

  38. Carey, S. The Origin of Concepts (Oxford Univ. Press, New York, NY, 2011).

  39. Sprung, M., Münch, H. M., Harris, P. L., Ebesutani, C. & Hofmann, S. G. Children’s emotion understanding: a meta-analysis of training studies. Dev. Rev. 37, 41–65 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  40. Van Bergen, P. & Salmon, K. The association between parent–child reminiscing and children’s emotion knowledge. NZ J. Psychol. 39, 51–56 (2010).

    Google Scholar 

  41. Wechsler, D. Wechsler Abbreviated Scale of Intelligence: Second Edition Manual (Pearson, Bloomington, MN, 2011).

  42. Ekman, P. & Friesen, W. V. Constants across cultures in the face and emotion. J. Pers. Soc. Psychol. 17, 124–129 (1971).

    Article  CAS  PubMed  Google Scholar 

  43. Carroll, J. D. & Chang, J.-J. Analysis of individual differences in multidimensional scaling via an n-way generalization of ‘Eckart–Young’ decomposition. Psychometrika 35, 283–319 (1970).

    Article  Google Scholar 

  44. De Leeuw, J. & Mair, P. Multidimensional scaling using majorization: SMACOF in R. J. Stat. Softw. 31, 1–30 (2009).

    Google Scholar 

  45. Mair, P., Borg, I. & Rusch, T. Goodness-of-fit assessment in multidimensional scaling and unfolding. Multivariate Behav. Res. 51, 772–789 (2016).

    PubMed  Google Scholar 

  46. Erbas, Y., Ceulemans, E., Boonen, J., Noens, I. & Kuppens, P. Emotion differentiation in autism spectrum disorder. Res. Autism Spectr. Disord. 7, 1221–1227 (2013).

    Article  Google Scholar 

  47. Potter, T. C. S., Bryce, N. V. & Hartley, C. A. Cognitive components underpinning the development of model-based learning. Dev. Cogn. Neurosci. 25, 272–280 (2017).

  48. Venables, W. N. & Ripley, B. D. Modern Applied Statistics with R (Springer, New York, NY, 2002).

  49. Davison, A. C. & Hinkley, D. V. Bootstrap Methods and Their Applications (Cambridge Univ. Press, Cambridge, 1997).

  50. Bennett, D. S., Bendersky, M. & Lewis, M. Antecedents of emotion knowledge: predictors of individual differences in young children. Cogn. Emot. 19, 375–396 (2005).

    Article  PubMed  PubMed Central  Google Scholar 

  51. Nook, E. C., Sasse, S. F., Lambert, H. K., McLaughlin, K. A. & Somerville, L. H. Increasing verbal knowledge mediates development of multidimensional emotion representations: online repository. Open Science Framework https://doi.org/10.17605/OSF.IO/XE4PS (2017).

Download references

Acknowledgements

We thank C. R. M. Bolden, A. Dews, E. Fearey, M. Garrad, T. Gogue-Garcia, K. Kent, A. Sareen, M. Sirak, T. Stacy, C. Stavish and C. Uhrig for assistance with data collection; J. Snedeker for discussion; and P. Mair and members of Harvard University’s Institute for Quantitative Social Science for guidance on statistical analyses. This work was supported by a Harvard University seed grant to L.H.S., a National Institutes of Mental Health grant to K.A.M. (R01-MH103291), and a National Science Foundation Graduate Research Fellowship (grant DGE1144152) to E.C.N. Funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Author information

Authors and Affiliations

Authors

Contributions

Authors collaboratively developed the study design. E.C.N. programmed computer tasks. E.C.N., S.F.S. and H.K.L. collected data. E.C.N. analysed data. E.C.N. and L.H.S. interpreted results. E.C.N. drafted the manuscript, and all other authors provided critical revisions. All authors approved the final version of the manuscript.

Corresponding author

Correspondence to Erik C. Nook.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Supplementary Information

Supplementary Notes, Supplementary Figures 1–4, Supplementary References

Life Sciences Reporting Summary

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Nook, E.C., Sasse, S.F., Lambert, H.K. et al. Increasing verbal knowledge mediates development of multidimensional emotion representations. Nat Hum Behav 1, 881–889 (2017). https://doi.org/10.1038/s41562-017-0238-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/s41562-017-0238-7

This article is cited by

Search

Quick links

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing