The DOI matches its Crossref record; 43 of the 43 references it cites were found in a registry or an index.
Metatraits of the Big Five Differentially Predict Engagement and Restraint of Behavior
Abstract
Although initially believed to contain orthogonal dimensions, the Big Five personality taxonomy appears to have a replicable higher-order structure, with the metatrait of Plasticity reflecting the shared variance between Extraversion and Openness/Intellect, and the metatrait of Stability reflecting the shared variance among Neuroticism, Agreeableness, and Conscientiousness. These higher order traits have been theorized to relate to individual differences in the functioning of the dopamine and serotonin systems, respectively. As dopamine is associated with exploration and incentive-related action, and serotonin with satiety and constraint, this neuropharmacological trait theory has behavioral implications, which we tested in 307 adults by examining the association of a large number of behavioral acts with multi-informant reports of the metatraits. The frequencies of acts were consistently positively correlated with Plasticity and negatively correlated with Stability. At the broadest level of description, variation in human personality appears to reflect engagement and restraint of behavior.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“while agreeableness is correlated with a lower incidence of words referring to negative emotions and anger (Hirsh & Peterson, 2009;Pennebaker & King, 1999).”
From The Role of Personality in Language Learning (2026) · cites this paper as Hirsh & Peterson, 2009
In the citing paper
“Extraversion has been linked to the use of certain categories of words in social contexts (Hirsh et al., 2009).”
From The Role of Personality in Language Learning (2026) · cites this paper as Hirsh et al., 2009
Citations
Cites
(1999) · Cited by 7,995
The structure of phenotypic personality traits.
Goldberg, L. R. (1993) · American Psychologist · doi:10.1037/0003-066x.48.1.26 · Cited by 4,816
Handbook of Personality : Theory and Research
Pervin, L. A. (1992) · Cited by 4,543
Gray, J. A. (1982) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00013066 · Cited by 4,477 · cited 2×
“Sensitivity of the BIS is thought to be positively associated with Neuroticism (Gray & McNaughton, 2000), but Stability is negatively associated with Neuroticism.”
Affective Neuroscience: The Foundations of Human and Animal Emotions
Panksepp, J. (1998) · doi:10.1093/oso/9780195096736.001.0001 · Cited by 4,428
What is the role of dopamine in reward: hedonic impact, reward learning, or incentive salience?
Berridge, K. C., & Robinson, T. E. (1998) · Brain Research Reviews · doi:10.1016/s0165-0173(98)00019-8 · Cited by 4,127
(1998) · Cited by 4,012
Four ways five factors are basic
Costa, P. T., & McCrae, R. R. (1992) · Personality and Individual Differences · doi:10.1016/0191-8869(92)90236-i · Cited by 3,594
Handbook of Personality Theory and Research.
Schwartz, M. L., Borgatta, E. F., & Lambert, W. W. (1970) · American Sociological Review · doi:10.2307/2093310 · Cited by 2,182
Depue, R. A., & Collins, P. F. (1999) · Behavioral and Brain Sciences · doi:10.1017/s0140525x99002046 · Cited by 2,046
Higher-order factors of the Big Five.
Digman, J. M. (1997) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.73.6.1246 · Cited by 1,839
One Hundred Years of Social Psychology Quantitatively Described
Richard, F. D., Bond, C. F., & Stokes-Zoota, J. J. (2003) · Review of General Psychology · doi:10.1037/1089-2680.7.4.331 · Cited by 1,558 · cited 1×
“Lest anyone argue that the observed correlations are trivial in size, we point out that the magnitude of the trait–behavior correlations are similar to or greater than the average effect size found in social psychology of r 5 .21 (Hemphill, 2003; Richard, Bond, & Stokes-Zoota, 2003 ).”
ResultInterpreting the magnitudes of correlation coefficients.
Hemphill, J. F. (2003) · American Psychologist · doi:10.1037/0003-066x.58.1.78 · Cited by 1,237
Long story short: the serotonin transporter in emotion regulation and social cognition
Canli, T., & Lesch, K.-P. (2007) · Nature Neuroscience · doi:10.1038/nn1964 · Cited by 1,034
Higher-order factors of the Big Five in a multi-informant sample.
DeYoung, C. G. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.91.6.1138 · Cited by 933
Self-citationIntegration of the Big Five and circumplex approaches to trait structure.
HOFSTEE, W. K. B., Raad, B. D., & Goldberg, L. R. (1992) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.63.1.146 · Cited by 891
The structure of interpersonal traits: Wiggins's circumplex and the five-factor model.
McCrae, R. R., & Costa, P. T. (1989) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.56.4.586 · Cited by 888
The act frequency approach to personality.
Buss, D. M., & Craik, K. H. (1983) · Psychological Review · doi:10.1037/0033-295x.90.2.105 · Cited by 812
ROBERTS, B. W., CHERNYSHENKO, O. S., STARK, S., & GOLDBERG, L. R. (2005) · Personnel Psychology · doi:10.1111/j.1744-6570.2005.00301.x · Cited by 786
Higher-order factors of the Big Five predict conformity: Are there neuroses of health?
DeYoung, C. G., Peterson, J. B., & Higgins, D. M. (2002) · Personality and Individual Differences · doi:10.1016/s0191-8869(01)00171-4 · Cited by 773
Self-citationPsychological Tests and Personnel Decisions.
Ashton, G. C., Cronbach, L. J., & Gleser, C. (1968) · Biometrics · doi:10.2307/2528052 · Cited by 715
Extension of the Interpersonal Adjective Scales to include the Big Five dimensions of personality.
Trapnell, P. D., & Wiggins, J. S. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.59.4.781 · Cited by 707
DeYoung, C. G., Peterson, J. B., & Higgins, D. M. (2005) · Journal of Personality · doi:10.1111/j.1467-6494.2005.00330.x · Cited by 557
Self-citationPsychological Tests and Personnel Decisions.
Hyman, R., Cronbach, L. J., & Gleser, G. C. (1958) · Journal of the American Statistical Association · doi:10.2307/2282612 · Cited by 442
Spoont, M. R. (1992) · Psychological Bulletin · doi:10.1037/0033-2909.112.2.330 · Cited by 405
Psychological Tests and Personnel Decisions.
Laming, D., Cronbach, L. J., & Gleser, G. C. (1966) · Journal of the Royal Statistical Society Series A (General) · doi:10.2307/2343921 · Cited by 397
Validity of observer ratings of the big five personality factors.
Mount, M. K., Barrick, M. R., & Strauss, J. P. (1994) · Journal of Applied Psychology · doi:10.1037/0021-9010.79.2.272 · Cited by 370
Behavioral manifestations of personality: An ecological approach to judgmental accuracy.
Funder, D. C., & Sneed, C. D. (1993) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.64.3.479 · Cited by 299
Aggression, Impulsivity, and Central Nervous System Serotonergic Responsivity in a Nonpatient Sample
Manuck, S. B., Flory, J. D., McCaffery, J. M., Matthews, K. A., Mann, J. J., & Muldoon, M. F. (1998) · Neuropsychopharmacology · doi:10.1016/s0893-133x(98)00015-3 · Cited by 281
Meier, B. P., Robinson, M. D., & Wilkowski, B. M. (2006) · Psychological Science · doi:10.1111/j.1467-9280.2006.01676.x · Cited by 242
Grucza, R. A., & Goldberg, L. R. (2007) · Journal of Personality Assessment · doi:10.1080/00223890701468568 · Cited by 230
The Riverside Behavioral Q‐sort: A Tool for the Description of Social Behavior
Funder, D. C., Furr, R. M., & Colvin, C. R. (2000) · Journal of Personality · doi:10.1111/1467-6494.00103 · Cited by 223
Biesanz, J., & West, S. (2004) · Journal of Personality · doi:10.1111/j.0022-3506.2004.00282.x · Cited by 207
Agreeableness, conscientiousness, and effortful control processes
Jensen‐Campbell, L. A., Rosselli, M., Workman, K. A., Santisi, M., Rios, J. D., & Bojan, D. (2002) · Journal of Research in Personality · doi:10.1016/s0092-6566(02)00004-1 · Cited by 193
Relations of serotonin function to personality: Current views and a key methodological issue
Carver, C. S., & Miller, C. J. (2006) · Psychiatry Research · doi:10.1016/j.psychres.2006.03.013 · Cited by 186
Morning people are stable people: Circadian rhythm and the higher-order factors of the Big Five
DeYoung, C. G., Hasher, L., Djikic, M., Criger, B., & Peterson, J. B. (2007) · Personality and Individual Differences · doi:10.1016/j.paid.2006.11.030 · Cited by 185 · cited 1×
“The association of Stability with stable sleep is consistent with the finding that Stability is associated with circadian timing, such that people higher in Stability tend to be ‘‘morning people’’ with circadian rhythms more strongly entrained to the daily light–dark cycle ( DeYoung, Hasher, Djikic, Criger, & Peterson…”
ResultSelf-citationSubstance and artifact in the higher-order factors of the Big Five.
McCrae, R. R., Yamagata, S., Jang, K. L., Riemann, R., Ando, J., Ono, Y., Angleitner, A., & Spinath, F. M. (2008) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.95.2.442 · Cited by 172
Behavioral genetics of the higher-order factors of the Big Five
Jang, K. L., Livesley, W. J., Ando, J., Yamagata, S., Suzuki, A., Angleitner, A., Ostendorf, F., Riemann, R., & Spinath, F. M. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2005.11.033 · Cited by 155
Fiedler, E. R., Oltmanns, T. F., & Turkheimer, E. N. (2004) · Military Medicine · doi:10.7205/milmed.169.3.207 · Cited by 141
Structure of act-report data: Is the five-factor model of personality recaptured?
Botwin, M. D., & Buss, D. M. (1989) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.56.6.988 · Cited by 123
Jang, K. L., Livesley, W. J., Riemann, R., Vernon, P. A., Hu, S., Angleitner, A., Ando, J., Ono, Y., & Hamer, D. H. (2001) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.81.2.295 · Cited by 90
Harris, S. E., Wright, A. F., Hayward, C., Starr, J. M., Whalley, L. J., & Deary, I. J. (2005) · Neuroscience Letters · doi:10.1016/j.neulet.2005.04.104 · Cited by 86
Engagement and Self-Control: Superordinate dimensions of Big Five traits
Olson, K. R. (2005) · Personality and Individual Differences · doi:10.1016/j.paid.2004.11.003 · Cited by 79
Research works printed but not linked: 6
- 10.1037/0022-3514.73.6.1246 · DOI · Paper page
- 10.1037/0022-3514.64.3.479 · DOI
- 10.1037/0022-3514.63.1.146 · DOI · Paper page
- 10.1037/0022-3514.81.2.295 · DOI
- 10.1038/sj.npp.1395199 · DOI
- 10.1037/0022-3514.56.4.586 · DOI
Cited by
Sorted by citations
DeYoung, C. G. (2015) · Journal of Research in Personality · doi:10.1016/j.jrp.2014.07.004 · Cited by 1,057
Self-citationInteracting with educational chatbots: A systematic review
Kuhail, M. A., Alturki, N., Alramlawi, S., & Alhejori, K. (2023) · Education and Information Technologies · doi:10.1007/s10639-022-11177-3 · Cited by 841
Psychological entropy: a framework for understanding uncertainty-related anxiety
Hirsh, J. B., Mar, R. A., & Peterson, J. B. (2012) · Psychological Review · doi:10.1037/a0026767 · Cited by 606
Self-citationKaufman, S. B., Quilty, L. C., Grazioplene, R. G., Hirsh, J. B., Gray, J. R., Peterson, J. B., & DeYoung, C. G. (2016) · Journal of Personality · doi:10.1111/jopy.12156 · Cited by 623
Self-citationMilfont, T. L., & Sibley, C. G. (2012) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2011.12.006 · Cited by 445
Metadata
- Authors
- Hirsh, J. B., DeYoung, C. G., & Peterson, J. B.
- Affiliations
- University of Toronto (CA)
- University of Minnesota (US)
- Corresponding author
- Hirsh, Jacob B.
- Venue
- Journal of Personality
- Publisher
- Wiley
- Published
- 2009-07
- Volume
- 77
- Issue
- 4
- Pages
- 1085-1102
- ISSN
- 0022-3506 (ISSN-L)
- 1467-6494
- OpenAlex
- W2005494435
- Cited by
- 157
- References
- 43
- Citations by year
- 2026: 7 · 2025: 1 · 2024: 7 · 2023: 11 · 2022: 15 · 2021: 17 · 2020: 14 · 2019: 10 · 2018: 9 · 2017: 11 · 2016: 7 · 2015: 10 · 2014: 13 · 2013: 6 · 2012: 7
- FWCI
- 6.71
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Personality (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Personality Traits and Psychology
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Social Sciences › Psychology › Clinical Psychology › Personality Disorders and Psychopathology
- Keywords
- Big Five personality traits, extraversion, openness to experience, neuroticism, agreeableness, conscientiousness, dopamine, serotonin, behavioral engagement, behavioral restraint, personality and behavior
- MeSH terms
- Adult, Extraversion, Psychological, Factor Analysis, Statistical, Female, Humans, Internal-External Control, Interpersonal Relations, Introversion, Psychological, Male, Personality, Personality Assessment, Psychometrics, Self Concept, Social Environment, Reproducibility of Results
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review