Abstract

Psychological extraversion, which MeSH classifies under psychoanalytic theory, is the broad personality dimension marking individual differences in sociability, assertiveness, positive emotion, and the tendency to seek out stimulation and reward. Introduced by Jung as one pole of an attitude type and established as a major trait by Eysenck's biological psychology, it is today one of the five broad domains of the Five-Factor Model. This article traces the construct from its origins through the two biological theories that have most shaped it — Eysenck's arousal account and the dopamine-linked reward-sensitivity account of Gray, Depue, and their successors — then treats extraversion as a distribution of momentary states rather than a fixed level, and closes with its robust link to well-being and the experimental work now testing whether acting extraverted causes it.

Keywords: extraversion, personality trait, arousal, reward sensitivity, five-factor model

Of the broad dimensions along which personalities differ, extraversion is the most immediately visible: it is the axis running from the talkative, energetic, reward-seeking person at one end to the reserved, quiet, low-key person at the other. Jung gave the term its modern meaning, contrasting an extraverted attitude oriented toward the outer world of objects and people with an introverted attitude oriented inward (Jung, 1921). What began as a clinical typology became, through the factor-analytic work of Eysenck and later the Five-Factor tradition, one of the best-replicated dimensions in all of personality psychology — a continuous trait, not a category, recovered from self-report and peer report across dozens of cultures (McCrae & Costa, 1987; Lucas et al., 2000). Its enduring theoretical interest is that it is one of the few personality traits with a serious, testable biological story, and the shift in that story — from cortical arousal to reward sensitivity — is one of the clearest cases of a personality theory being revised by evidence.

Key Takeaways
  • Extraversion is a broad, continuous personality dimension — one of the Big Five — spanning sociability, assertiveness, activity, positive emotion, and reward- and stimulation-seeking.
  • Eysenck's arousal theory held that introverts are chronically more cortically aroused than extraverts, so extraverts seek stimulation to reach an optimal level; the direct evidence for the theory proved weak.
  • The dominant modern account links extraversion to sensitivity of the brain's reward system, and specifically to dopaminergic function, building on Gray's Behavioural Approach System and Depue's incentive-motivation model.
  • Whole Trait Theory reframes the trait as a density distribution of momentary states: everyone acts both extraverted and introverted, and the trait is the average, not a fixed setting.
  • Extraversion is one of the most reliable personality predictors of subjective well-being, and experiments show that instructing people to act extraverted reliably raises positive affect.

What Extraversion Is

Extraversion is a broad disposition, not a single behaviour. In the Five-Factor Model it is one of five orthogonal domains — alongside neuroticism, openness, agreeableness, and conscientiousness — each of which summarizes a family of correlated, narrower traits (McCrae & Costa, 1987). The facets conventionally grouped under extraversion include gregariousness (enjoying company), assertiveness (social dominance and leadership), activity (a fast, energetic tempo), excitement-seeking (craving stimulation), positive emotions (a disposition to cheerfulness and enthusiasm), and warmth (affection and friendliness). What unites them is less obvious than the label sociability suggests: factor-analytic and theoretical work converges on sensitivity to reward and positive emotionality as the core, with sociability a frequent consequence rather than the essence, since social contact is itself one of the most reliable human rewards (Depue & Collins, 1999; Smillie et al., 2012).

Two points about the construct's logic matter for everything that follows. First, extraversion is continuous and normally distributed: there is no natural boundary between extraverts and introverts, only a graded dimension on which most people fall in the middle, so the nouns extravert and introvert are shorthand for regions of a scale, not natural kinds. Second, it is not the opposite of shyness or a measure of social skill: an introvert is not a failed extravert but someone whose optimum lies toward less stimulation and less reward-seeking. Jung's original contrast already carried this even-handedness — the two attitudes were alternative orientations, neither pathological (Jung, 1921) — and the trait tradition preserves it by treating both poles as ordinary variation.

The Trait and Its Structure

Extraversion did not arrive fully formed; it was assembled by factor analysis. Eysenck placed it, with neuroticism, at the top of a hierarchical model in which broad types sit above correlated traits, which sit above habitual responses, which sit above specific responses — a structure that lets a single high-order dimension organize a great many surface behaviours (Eysenck, 1967). The Five-Factor tradition inherited this hierarchy and fixed extraversion as one of five reproducible domains, recovering the same factor from different instruments and from observers other than the self, which is the evidence that it indexes something real about a person rather than an artefact of one questionnaire (McCrae & Costa, 1987).

Within the domain, later work identified two separable aspects between the broad factor and its narrow facets. DeYoung (2015) distinguishes enthusiasm — the sociable, positive-affective, affiliative side — from assertiveness — the agentic, dominant, reward-pursuing side, arguing that the two aspects, though correlated, have partly distinct correlates and functions within his Cybernetic Big Five Theory, which treats each trait as parameters of the goal-directed system that keeps behaviour on track. The first demonstration makes the hierarchy concrete: it lets the reader dial a person's standing on the two aspects and watch the facet profile and the summary extraversion score recompose, showing how the same broad score can be reached by different routes.

That the trait has a biological story at all rests on a prior fact from behaviour genetics: extraversion is substantially heritable. Twin and adoption studies converge on broad-sense heritability estimates near 40 to 60 percent for extraversion, as for the other Big Five domains, with the remaining variance attributable largely to non-shared environment rather than to the family environment siblings hold in common (Bouchard & Loehlin, 2001). This is what licenses the search for a neural mechanism: a trait that were purely a product of upbringing would not warrant the arousal and reward accounts that follow, whereas a moderately heritable, temperamentally rooted disposition invites exactly that question of what, physiologically, is inherited.

The structure of extraversion: two aspects, six facets, one domain

0.70
0.40
Warmth66%
Gregariousness61%
Positive emotions67%
Assertiveness43%
Activity51%
Excitement-seeking46%
55%
broad extraversion score (mean of the two aspects)

With enthusiasm at 0.70 and assertiveness at 0.40, the summary extraversion score is 55%, sitting near the middle of the dimension. Because the domain is the average of the two aspects, a warm, sociable person low in assertiveness and a dominant, driven person low in warmth can post the same overall score by opposite routes — which is why the aspect level carries information the broad score discards.

Illustrative of the domain–aspect–facet hierarchy (DeYoung, 2015); each facet is a fixed weighted blend of the two aspects. Weights are schematic, not measured loadings.

Biological Theories: Arousal and Reward

Extraversion is unusual among personality traits in having a sustained biological research program, and that program has two chapters. The first is Eysenck's arousal theory. Eysenck proposed that the extraversion dimension reflects differences in the baseline activity of the ascending reticular activating system, the brainstem circuitry that regulates cortical arousal: introverts, on this account, are chronically more aroused, so they find intense stimulation aversive and withdraw from it, while extraverts are chronically under-aroused and seek stimulation to lift themselves toward an optimal level (Eysenck, 1967). The theory made a clean prediction — that at any given level of external stimulation introverts sit higher on an inverted-U relating arousal to hedonic value — and it explained a range of findings, from introverts' lower tolerance for loud noise to extraverts' preference for stimulating environments. But the direct psychophysiological evidence for a stable baseline difference in arousal proved inconsistent, and the theory in its original form is no longer regarded as adequate.

The second chapter relocated the mechanism from arousal to reward. Gray (1970) reinterpreted Eysenck's dimensions in terms of two neural systems — a Behavioural Approach System sensitive to signals of reward and a Behavioural Inhibition System sensitive to signals of punishment — and argued that extraversion is better understood as the disposition of the approach system, tuned to pursue reward, than as a set point of arousal. Depue and Collins (1999) sharpened this into a neurobiological model: extraversion, and specifically its agentic core, reflects the reactivity of a dopaminergic incentive-motivation system that responds to reward cues with approach, positive affect, and effort. The dopamine hypothesis has since been tested directly with pharmacological and individual-difference methods, with support that is real but qualified — the link is to the reactivity of reward circuitry rather than to a simple level of dopamine (Wacker & Smillie, 2015). The second demonstration puts the reward account on screen: it lets the reader vary the magnitude of a reward cue and a person's trait level and shows the predicted burst of positive affect, so the extravert's steeper reactivity slope — the affective-reactivity hypothesis — becomes visible.

Table 1

Two biological theories of extraversion and the shift from arousal to reward

Account Proposed mechanism Signature prediction Principal source
Arousal theory Introverts have higher baseline cortical arousal (ascending reticular activating system) Introverts reach optimal hedonic value at lower stimulation, so they avoid and extraverts seek stimulation Eysenck (1967)
Reinforcement sensitivity Extraversion is the disposition of a reward-sensitive Behavioural Approach System Extraverts show stronger approach to signals of reward Gray (1970)
Incentive-motivation model Reactivity of a dopaminergic incentive-motivation system to reward cues Reward cues elicit approach, positive affect, and effort more strongly in extraverts Depue & Collins (1999)
Affective-reactivity / dopamine Extraverts differ in positive-affective reactivity to reward, tied to dopamine function Pleasant, appetitive stimuli yield larger positive-affect gains in extraverts Smillie et al. (2012); Wacker & Smillie (2015)

Reward reactivity: why the same reward moves extraverts more

0.60
0.75
1.00larger reward →positive affectintrovertextravert

A reward of 0.60 lifts positive affect to 56% at trait extraversion 0.75, which is a steep reactivity slope — a strong extravert response. The reward cue is identical across people; what differs is the slope of the response, so the gap between an introvert and an extravert widens as the reward grows — the signature of the affective-reactivity hypothesis.

Model: PA = 0.10 + (0.25 + 0.70·trait)·reward, capped at 1. Illustrative of the reward-sensitivity account (Depue & Collins, 1999; Smillie et al., 2012); schematic, not measured data.

Extraversion as Characteristic Behavior

A trait score is an average, and treating it as a fixed setting misdescribes how personality actually shows up in behaviour. Fleeson (2001) demonstrated, by having people report their behaviour many times a day for weeks, that a single person's extraverted behaviour varies enormously from moment to moment — the within-person spread over a fortnight typically exceeds the between-person differences in average level. The right unit, he argued, is a density distribution: for each person, the frequency with which they act at each level of extraversion. The person's trait is the mean of that distribution, but the distribution is wide, so nearly everyone acts highly extraverted sometimes and highly introverted at other times. This Whole Trait Theory view dissolves the apparent paradox that traits are stable yet behaviour is variable: the stability is in the parameters of the distribution, not in any single act.

This reframing matters for the theories above, because it locates the trait in a process. If two people differ in mean extraverted behaviour, the difference must be produced by something operating from moment to moment — the reward reactivity and affective dynamics of the previous section are candidate mechanisms for why one person's distribution is centred higher than another's (Smillie et al., 2012). The third demonstration lets the reader manipulate a person's trait mean and the pull of a situation and watch the resulting distribution of momentary behaviour, making vivid that two people with different traits still have heavily overlapping distributions, and that the situation shifts everyone together.

The trait as a distribution: two people, overlapping behaviour

6.5
+0.0
introverted ← momentary behaviour → extravertedthis personcomparison

This person’s behaviour centres on 6.5 and the comparison person’s on 4.0, yet the two distributions overlap by 46% substantially overlapping. The trait is the mean of a wide spread, so each person acts across nearly the whole range; the situation pull slides both means together without changing who is, on average, the more extraverted.

Illustrative of Whole Trait Theory (Fleeson, 2001): behaviour is a density distribution whose mean is the trait. Curves are Gaussian with a fixed spread; overlap is computed by numerical integration. Schematic, not measured data.

Extraversion and Well-Being

Among the most reliable findings in personality psychology is that extraversion predicts subjective well-being: extraverts report more positive affect and greater life satisfaction, on average, than introverts, and the association holds across cultures (Lucas et al., 2000). A large meta-analysis of the personality–well-being link confirms that extraversion and neuroticism are its two strongest trait predictors, with extraversion carrying most of the positive-affect side of the relationship (Anglim et al., 2020). The reward-sensitivity account offers a natural explanation: if extraversion is the disposition to respond to reward with positive affect, then a stronger reward response should yield more frequent positive emotion, which is much of what well-being measures capture.

The harder question is causal direction. That extraverts are happier does not establish that being more extraverted would make anyone happier, and both could be downstream of a shared temperament. Margolis and Lyubomirsky (2020) addressed this experimentally, instructing participants to act extraverted — bold, talkative, spontaneous — for a period and comparing them with participants instructed to act introverted. Acting extraverted reliably increased positive affect, including for people who described themselves as introverts, which suggests the behaviour itself, not only the underlying trait, contributes to the emotional payoff. The result is a caution against reading trait scores as destiny, and it connects extraversion to the applied literature on deliberate behaviour change. The figure below sets the two biological theories side by side against the behavioural and well-being evidence, so their differing predictions can be compared at a glance.

Figure 1

Two Biological Theories of Extraversion and the Optimal-Arousal Curve

Hedonic value as an inverted-U over stimulation, plotted for an introvert and an extravert Two inverted-U curves relate hedonic value to level of external stimulation. The introvert's curve peaks at a lower stimulation level because the introvert starts from higher baseline arousal; the extravert's curve peaks at a higher stimulation level because the extravert starts from lower baseline arousal. A horizontal axis is labelled stimulation, a vertical axis hedonic value. Level of external stimulation Hedonic value Introvert optimum Extravert optimum Introvert Extravert
Note. On the arousal theory the introvert, starting from higher baseline arousal, reaches optimal hedonic value at a lower level of external stimulation than the extravert; hence introverts avoid and extraverts seek stimulation. Original schematic after Eysenck's optimal-arousal account (1967); the modern reward-sensitivity account (Gray, 1970; Depue & Collins, 1999) relocates the same behavioural difference from arousal to reward reactivity.

Worked Example

Consider the arousal theory cast as the inverted-U the first demonstration and Figure 1 reproduce. Let hedonic value be V = V_max − c·(A − A_opt)², where A is total arousal, A_opt = 5 is the optimal arousal level shared by everyone, V_max = 10 is the peak value, and c = 0.3 scales how sharply value falls away from the optimum. Total arousal is the sum of a person's baseline and the external stimulation they receive: A = b + s. The theory's one substantive claim is that introverts have a higher baseline: take b_intro = 4 and b_extra = 1.

Put both people in a quiet setting, s = 1. The introvert's arousal is A = 4 + 1 = 5, exactly optimal, so V = 10 − 0.3 × (5 − 5)² = 10 — maximal enjoyment. The extravert's arousal is A = 1 + 1 = 2, well below optimum, giving V = 10 − 0.3 × (2 − 5)² = 10 − 0.3 × 9 = 7.3 — under-stimulated and restless. Now move both to a loud party, s = 4. The introvert is now at A = 4 + 4 = 8, three units past optimum, so V = 10 − 0.3 × (8 − 5)² = 7.3 — over-stimulated and wanting to leave. The extravert is at A = 1 + 4 = 5, exactly optimal, so V = 10. The arithmetic reproduces the theory's signature prediction without any appeal to sociability: the same environment is optimal for one person and aversive for the other purely because their baselines differ, so each seeks the stimulation level that brings total arousal to the shared optimum. This is why the theory was attractive — it derives approach and avoidance of stimulation from one parameter — and also why its collapse mattered: when the predicted baseline difference in arousal failed to appear reliably in the physiology, the behaviour it explained had to be re-derived from reward sensitivity instead (Eysenck, 1967; Depue & Collins, 1999).

Discussion

Extraversion is the trait that best illustrates how a personality dimension can be simultaneously well-measured and theoretically unsettled. The measurement is secure: whether recovered by Eysenck's hierarchy or the Five-Factor Model, extraversion emerges as one of a small number of broad, replicable dimensions, stable over the adult life span and visible to observers as well as to the self (McCrae & Costa, 1987; Costa et al., 2019). What has changed is the explanation. Eysenck's arousal theory was a bold, falsifiable proposal that turned out to be largely false in its specifics, and its replacement by reward-sensitivity models is a genuine instance of a personality theory being corrected by data rather than merely restated (Gray, 1970; Depue & Collins, 1999; Wacker & Smillie, 2015).

The convergence of several literatures on reward is the current settlement. The neurobiology points to reward-system reactivity; the affective-reactivity findings show extraverts responding more strongly to pleasant stimuli; the density-distribution work locates the trait in the moment-to-moment dynamics such reactivity would produce; and the well-being literature follows directly, since a stronger positive-affect response to reward is much of what higher subjective well-being consists in (Smillie et al., 2012; Fleeson, 2001; Anglim et al., 2020). None of this makes extraversion better than introversion — the trait is ordinary variation with costs and benefits at both poles — but it does explain why the extraverted end is reliably the happier one on the particular measures psychology uses, and why acting extraverted can lend some of that affect to anyone (Margolis & Lyubomirsky, 2020).

Current Directions

The most active questions concern the reward mechanism and its limits. Pharmacological and neuroimaging work continues to test which component of reward processing tracks extraversion — anticipation versus consumption, tonic versus phasic dopamine — with the emerging view that the trait aligns most closely with the reactivity of incentive-motivation circuitry to reward cues rather than with any static neurochemical level (Wacker & Smillie, 2015). A second direction develops the aspect-level structure: treating enthusiasm and assertiveness as partly distinct, with different neural and behavioural correlates, sharpens predictions that the undifferentiated domain blurs (DeYoung, 2015). A third, more applied front follows the experimental well-being results into intervention: if instructed extraverted behaviour raises positive affect, the open questions are how durable the effect is, whether it carries costs of authenticity or fatigue for dispositional introverts, and for whom the trade-off is worthwhile (Margolis & Lyubomirsky, 2020). Running through all three is the life-span question of how the trait's mean level and its correlates shift with age, since extraversion, like the other Big Five domains, changes systematically across adulthood (Costa et al., 2019).

Common Misconceptions

Introverts are just shy or socially anxious.
Introversion is a lower disposition toward stimulation- and reward-seeking, not a fear of social situations; shyness is closer to the anxiety pole of neuroticism, and many introverts are socially skilled and unanxious (Eysenck, 1967).
People are either extraverts or introverts.
Extraversion is a continuous, normally distributed dimension, so most people fall in the middle; the two labels name regions of a scale, not natural categories (McCrae & Costa, 1987).
Extraversion is basically sociability.
Reward sensitivity and positive emotionality appear to be the core; sociability is largely a consequence, because social contact is itself a powerful reward (Depue & Collins, 1999).
A trait score fixes how a person will act.
A trait is the mean of a wide distribution of momentary behaviour; everyone acts across the whole range, and situations shift the distribution (Fleeson, 2001).

Glossary

Affective-reactivity hypothesis.
The proposal that extraverts differ from introverts chiefly in a stronger positive-affective response to rewarding or pleasant stimuli.
Arousal theory.
Eysenck's account holding that introverts have higher baseline cortical arousal than extraverts, so extraverts seek and introverts avoid external stimulation to reach an optimal level.
Aspect.
An intermediate level of trait structure between the broad domain and its narrow facets; extraversion's two aspects are enthusiasm and assertiveness.
Behavioural Approach System (BAS).
In Gray's theory, the neural system sensitive to signals of reward that drives approach behaviour and positive affect; proposed as the biological basis of extraversion.
Behavioural Inhibition System (BIS).
In Gray's theory, the neural system sensitive to signals of punishment and novelty that inhibits ongoing behaviour and produces anxiety; the counterpart to the approach system, associated with neuroticism rather than extraversion.
Density distribution.
Fleeson's representation of a person's behaviour as the frequency with which they act at each level of a trait; the trait is the mean of the distribution.
Extraversion.
The broad personality dimension marking sociability, assertiveness, activity, positive emotion, and the tendency to seek stimulation and reward.
Facet.
A narrow trait subsumed under a broad domain; extraversion's facets include gregariousness, assertiveness, activity, excitement-seeking, positive emotions, and warmth.
Five-Factor Model.
The taxonomy of personality in five broad domains — extraversion, neuroticism, openness, agreeableness, and conscientiousness — recovered repeatedly by factor analysis.
Heritability.
The proportion of variation in a trait across a population attributable to genetic differences; for extraversion, twin studies place it near 40 to 60 percent.
Introversion.
The low pole of extraversion, marked by a preference for less stimulation and lower reward-seeking; ordinary variation, not a deficit.
Optimal arousal.
The level of total arousal at which hedonic value or performance peaks, described by an inverted-U; central to Eysenck's arousal theory.
Reward sensitivity.
The reactivity of the brain's incentive-motivation circuitry to signals of reward; the leading modern candidate for the biological core of extraversion.
Subjective well-being.
A person's own evaluation of their life in terms of positive affect, low negative affect, and life satisfaction; reliably predicted by extraversion.
Trait.
A relatively stable disposition to think, feel, and act in characteristic ways, summarized as an average level over many situations and occasions.

Key Researchers

Richard A. Depue (contemporary). Personality neuroscientist at Cornell University whose incentive-motivation model links extraversion to the reactivity of a dopaminergic reward system. Google Scholar - Faculty page

Colin G. DeYoung (contemporary). Personality psychologist at the University of Minnesota whose Cybernetic Big Five Theory and aspect-level analysis distinguish the enthusiasm and assertiveness components of extraversion. ORCID - Wikipedia - Google Scholar

Hans Jürgen Eysenck (1916-1997). Personality psychologist at the Institute of Psychiatry, King's College London who established extraversion as a major factor-analytic dimension and proposed the cortical-arousal theory of the trait. Wikipedia - Wikidata

Jeffrey Alan Gray (1934-2004). Psychologist at the Institute of Psychiatry whose Reinforcement Sensitivity Theory reinterpreted extraversion as the disposition of a reward-sensitive Behavioural Approach System, shifting the mechanism from arousal to reward. Wikipedia - Wikidata

Carl Gustav Jung (1875-1961). Founder of analytical psychology who coined the terms introversion and extraversion as attitude types in Psychological Types (1921), giving the dimension its name and original meaning. Wikipedia - Wikidata

Robert R. McCrae (contemporary). Personality psychologist and co-developer, with Paul Costa, of the Five-Factor Model and the NEO-PI, in which extraversion is one of the five broad and cross-culturally replicable domains. Wikipedia - Wikidata

William Revelle (contemporary). Personality psychologist at Northwestern University whose research on arousal, impulsivity, and personality tested and refined the arousal theory of extraversion. ORCID - Wikipedia - Wikidata

Luke D. Smillie (contemporary). Personality psychologist at the University of Melbourne whose work refined the affective-reactivity hypothesis and the dopamine account of extraversion. ORCID - Google Scholar

Frequently Asked Questions

What is extraversion in psychology? Extraversion is a broad personality dimension describing individual differences in sociability, assertiveness, activity, positive emotion, and the tendency to seek stimulation and reward; it is one of the five domains of the Five-Factor Model (McCrae & Costa, 1987).

Who came up with introversion and extraversion? Carl Jung introduced the terms in Psychological Types (1921), contrasting an extraverted attitude oriented toward the outer world with an introverted attitude oriented inward; Eysenck later established extraversion as a measurable trait (Jung, 1921; Eysenck, 1967).

Is extraversion the same as being sociable? Not exactly. Reward sensitivity and positive emotionality appear to be the trait's core, with sociability largely a consequence, since social contact is itself a reliable reward (Depue & Collins, 1999).

What is the arousal theory of extraversion? Eysenck proposed that introverts have higher baseline cortical arousal than extraverts, so extraverts seek stimulation and introverts avoid it to reach an optimal level; the direct evidence for a stable baseline difference proved weak (Eysenck, 1967).

How is extraversion related to dopamine? Modern models link extraversion to the reactivity of the brain's dopaminergic reward system rather than to arousal; the association is to how strongly reward circuitry responds to incentives, not to a simple level of dopamine (Depue & Collins, 1999; Wacker & Smillie, 2015).

Do introverts and extraverts really differ that much day to day? Less than the labels imply. Each person's extraverted behaviour varies widely from moment to moment, so everyone acts both extraverted and introverted; the trait is the average of a wide distribution (Fleeson, 2001).

Are extraverts happier than introverts? On average, extraverts report more positive affect and higher life satisfaction, and extraversion is one of the strongest personality predictors of subjective well-being (Lucas et al., 2000; Anglim et al., 2020).

Can acting more extraverted increase happiness? Experiments that instruct people to act extraverted find reliable increases in positive affect, including for self-described introverts, suggesting the behaviour itself contributes to the emotional benefit (Margolis & Lyubomirsky, 2020).

References

Anglim, J., Horwood, S., Smillie, L. D., Marrero, R. J., & Wood, J. K. (2020). Predicting psychological and subjective well-being from personality: A meta-analysis. Psychological Bulletin, 146(4), 279-323. https://doi.org/10.1037/bul0000226

Bouchard, T. J., Jr., & Loehlin, J. C. (2001). Genes, evolution, and personality. Behavior Genetics, 31(3), 243-273. https://doi.org/10.1023/A:1012294324713

Costa, P. T., McCrae, R. R., & Löckenhoff, C. E. (2019). Personality across the life span. Annual Review of Psychology, 70, 423-448. https://doi.org/10.1146/annurev-psych-010418-103244

Depue, R. A., & Collins, P. F. (1999). Neurobiology of the structure of personality: Dopamine, facilitation of incentive motivation, and extraversion. Behavioral and Brain Sciences, 22(3), 491-517. https://doi.org/10.1017/S0140525X99002046

DeYoung, C. G. (2015). Cybernetic Big Five Theory. Journal of Research in Personality, 56, 33-58. https://doi.org/10.1016/j.jrp.2014.07.004

Eysenck, H. J. (1967). The biological basis of personality. Charles C. Thomas.

Fleeson, W. (2001). Toward a structure- and process-integrated view of personality: Traits as density distributions of states. Journal of Personality and Social Psychology, 80(6), 1011-1027. https://doi.org/10.1037/0022-3514.80.6.1011

Gray, J. A. (1970). The psychophysiological basis of introversion-extraversion. Behaviour Research and Therapy, 8(3), 249-266. https://doi.org/10.1016/0005-7967(70)90069-0

Jung, C. G. (1971). Psychological types (H. G. Baynes, Trans.; revised by R. F. C. Hull). Princeton University Press. (Original work published 1921)

Lucas, R. E., Diener, E., Grob, A., Suh, E. M., & Shao, L. (2000). Cross-cultural evidence for the fundamental features of extraversion. Journal of Personality and Social Psychology, 79(3), 452-468. https://doi.org/10.1037/0022-3514.79.3.452

Margolis, S., & Lyubomirsky, S. (2020). Experimental manipulation of extraverted and introverted behavior and its effects on well-being. Journal of Experimental Psychology: General, 149(4), 719-731. https://doi.org/10.1037/xge0000668

McCrae, R. R., & Costa, P. T. (1987). Validation of the five-factor model of personality across instruments and observers. Journal of Personality and Social Psychology, 52(1), 81-90. https://doi.org/10.1037/0022-3514.52.1.81

Smillie, L. D., Cooper, A. J., Wilt, J., & Revelle, W. (2012). Do extraverts get more bang for the buck? Refining the affective-reactivity hypothesis of extraversion. Journal of Personality and Social Psychology, 103(2), 306-326. https://doi.org/10.1037/a0028372

Wacker, J., & Smillie, L. D. (2015). Trait extraversion and dopamine function. Social and Personality Psychology Compass, 9(5), 225-238. https://doi.org/10.1111/spc3.12175