Hong Psychological Reactance Scale

1. Abstract

The Hong Psychological Reactance Scale (HPRS) is an established self-report psychometric instrument designed to assess individual differences in trait psychological reactance—the pervasive motivational disposition to resist perceived threats to behavioural freedom and autonomy. Grounded in Jack W. Brehm's (1966) foundational theory of psychological reactance, the instrument operationalizes reactance not merely as an ephemeral state elicited by coercive pressure, but as an enduring personality trait that varies reliably across individuals. Originally derived from a larger pool of items and refined by Sung-Mook Hong and Sandra Faedda in 1996, the canonical 14-item version addresses structural ambiguities present in earlier formulations. The instrument measures four intercorrelated dimensions: Emotional Response toward Restricted Freedom, Reactance to Compliance, Resisting Influences from Others, and Reactance to Advice and Recommendations. Respondents rate items using a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree), yielding a continuous cumulative score where higher values reflect greater latent reactance proneness. Psychometric evaluations across diverse populations and languages demonstrate robust internal consistency (Cronbach's $\alpha$ generally ranging from .75 to .86 for the composite scale), acceptable test-retest reliability ($r_{tt} \approx .73$ to $.89$), and verified construct validity across clinical, health communication, political science, and consumer behaviour contexts. This paper provides an exhaustive review of the HPRS, examining its theoretical lineage, latent structure, measurement invariance, empirical validity, scoring protocols, and formal scale items.

2. Keywords

Hong Psychological Reactance Scale, trait psychological reactance, Brehm reactance theory, behavioural freedom, autonomy threat, boomerang effect, persuasion resistance, psychometrics, factor analysis, consumer resistance

3. Authors

The scale was developed and refined through a sequence of empirical investigations led by Sung-Mook Hong in collaboration with several colleagues, notably Sandra Faedda, Eleni Giannakopoulos, and Ian Page.

• Sung-Mook Hong, Ph.D.: Department of Psychology, School of Humanities and Social Sciences, Western Sydney University (formerly University of Western Sydney, Macarthur), Campbelltown, New South Wales, Australia. Dr. Hong spearheaded the operationalization of trait reactance measurement across the late 1980s and 1990s, focusing on social attitudes, locus of control, and personality assessment.
• Sandra Faedda, B.A. (Hons): Department of Psychology, Western Sydney University, Macarthur, Australia. Co-author of the definitive 1996 psychometric refinement published in the European Journal of Personality.
• Key Collaborators: Ian Page (co-developer of the preliminary 1989 Hong & Page scale) and Eleni Giannakopoulos (collaborator on the factorial validation and cross-cultural testing of Hong's reactance scales).

4. Purpose

The primary purpose of the Hong Psychological Reactance Scale is to measure an individual's baseline, trait-level propensity to experience psychological reactance in response to real, implied, or anticipated encroachments upon their behavioral self-determination. While Jack Brehm originally conceptualized reactance as a situationally activated motivational state, subsequent psychological and clinical observations indicated substantial systematic variance in how individuals perceive, tolerate, and retaliate against identical restrictions of freedom. The HPRS was engineered to provide researchers and practitioners with an efficient, reliable, and construct-valid metric to capture this trait variance.

In empirical research, the HPRS serves as a critical predictor and moderator across multiple disciplines:

• Health Communication and Public Health Campaigns: Public health messaging frequently utilizes prescriptive imperatives (e.g., vaccination mandates, dietary restrictions, anti-tobacco warnings). High-reactance individuals systematically exhibit the boomerang effect, wherein exposure to authoritative health warnings leads to heightened engagement in the prohibited or discouraged behavior. The HPRS allows health message designers to segment audiences and calibrate linguistic assertiveness, utilizing autonomy-supportive rather than controlling framing.
• Advertising, Consumer Behavior, and Persuasion: In market research, consumers scoring high on the HPRS demonstrate pronounced resistance to hard-sell tactics, direct calls-to-action, sponsored content, and algorithmic product recommendations. They exhibit elevated rates of banner blindness, ad avoidance, and counter-arguing against influencer endorsements. Identifying trait reactance enables marketers to implement non-directive, opt-in communication strategies that attenuate threat perceptions.
• Clinical and Counseling Psychology: In psychotherapeutic contexts, high trait reactance often manifests as therapeutic resistance, non-adherence to behavioral regimens, or defiance toward homework assignments. Understanding an individual's reactance score assists clinicians in adopting collaborative modalities such as Motivational Interviewing rather than prescriptive, confrontation-based approaches.
• Organizational and Political Behavior: The scale is widely applied to assess citizen and employee reactions to institutional regulations, surveillance policies, compliance mandates, and perceived authoritarian leadership styles.

5. Psychological Construct

The psychological construct evaluated by the HPRS is trait psychological reactance. As articulated by Brehm (1966) and expanded by Hong and Faedda (1996), psychological reactance is an individualized motivational state directed toward the re-establishment of any free behavior that has been eliminated or threatened with elimination. As an enduring trait, it signifies a heightened chronic sensitivity to liberty infringements, a generalized expectation of personal sovereignty, and a predisposition to perceive neutral guidance or social influence as invasive control.

Factor-analytic investigations of the 14-item HPRS show that trait reactance is a multifaceted construct comprised of four distinct yet complementary sub-dimensions:

1. Emotional Response toward Restricted Freedom

This dimension captures the visceral affective reactivity triggered when an individual encounters barriers to personal choice. Individuals with high scores on this facet respond to freedom limitations with immediate negative valence, characterized by frustration, irritation, and internal agitation (measured by items 1, 4, 8, 12, and 14). Rather than engaging in deliberate cognitive analysis, these individuals experience an immediate autonomic and affective alarm when external boundaries dictate their options (e.g., becoming upset by an unexpected change of plans or experiencing emotional frustration when choices are blocked).

2. Reactance to Compliance

Reactance to Compliance reflects an antagonistic, oppositional behavioral orientation in the face of direct interpersonal demands, directives, or external coercion. Measured by items 2, 5, and 9, this dimension assesses the overt impulse to actively refuse compliance or engage in direct counter-behaviors (the classic behavioral "boomerang" response). High scorers do not merely feel irritated; they actively formulate counter-strategies and report a distinct urge to execute the exact opposite of what an authority figure or peer instructs them to do.

3. Resisting Influences from Others

This subscale evaluates an individual's defensive cognitive posture against persuasive communication, interpersonal socialization, and peer conformity pressures (items 3, 6, and 10). It reflects an aversion to being persuaded, standardized, or categorized within collective norms. High scorers exhibit heightened vigilance against perceived manipulation, express irritation when interlocutors state obvious facts, and report profound discomfort when treated as an "ordinary" or standard person, reflecting a close intersection between reactance and the need for uniqueness.

4. Reactance to Advice and Recommendations

This dimension captures resistance directed against well-intentioned, non-coercive social guidance, such as professional advice, mentorship, or unsolicited peer recommendations (items 7, 11, and 13). For high scorers on this dimension, even non-binding advice is appraised as an implicit encroachment on epistemic agency and self-efficacy. This subscale measures the motivation to contradict others for intellectual stimulation, the automatic desire to engage in prohibited behaviors ("forbidden fruit" mentality), and the tendency to disregard recommendations solely because they originated outside the self.

6. Theoretical Framework

The conceptual foundation of the HPRS rests upon Jack W. Brehm's (1966) Theory of Psychological Reactance, subsequently elaborated by Sharon S. Brehm and Jack W. Brehm (1981). The foundational premise of the theory posits that individuals possess specific behavioural freedoms—defined as realistic possibilities of engaging in specific actions, holding specific beliefs, or selecting specific outcomes. When any of these freedoms are eliminated or perceived to be threatened with elimination, an aversive motivational state (reactance) is inevitably aroused, directing the individual toward re-establishing the threatened or lost freedom.

According to classical reactance theory, the magnitude of experienced reactance is determined by four core parameters:

1. The absolute importance of the threatened freedom to the individual's overall goals and self-concept;
2. The proportion of free behaviors eliminated or threatened relative to the total set of behavioral alternatives;
3. The magnitude of the threat, including the perceived intent, power, and coercive capacity of the threatening agent;
4. The implications of the threat for future freedoms, wherein an isolated restriction may signal broader systemic constraints.

Historically, Brehm conceptualized reactance purely as an ephemeral, situationally induced drive state, deliberately avoiding its characterization as a personality variable due to difficulties in distinguishing trait reactance from general defiance or neuroticism. However, psychometricians in the late 1970s and 1980s (e.g., Merz, 1983; Dowd et al., 1991; Hong & Page, 1989) demonstrated that the threshold for perceiving an external cue as a "freedom threat" varies systematically across people. Trait reactance operationalizes this threshold variance: individuals high in trait reactance possess hyper-vigilant cognitive schemas regarding personal agency, lowering the threshold required to activate state reactance.

Later formulations in message processing, such as the Dillard and Shen (2005) Intertwined Model of Reactance, conceptualize state reactance as an inseparable amalgam of negative affect (anger, irritation) and unfavorable cognitive responses (counter-arguing). The HPRS serves as the primary dispositional antecedent in this model, predicting who will experience elevated state anger and cognitive counter-arguing when confronted with high-threat, controlling language (e.g., "you must," "there is no choice").

7. Validity

The construct validity of the Hong Psychological Reactance Scale has been documented through extensive convergent, discriminant, criterion-related, and predictive investigations.

Convergent and Discriminant Validity

Convergent validity is evidenced by significant, theoretically coherent correlations with adjacent psychometric constructs. The HPRS exhibits positive correlations with:

• Trait Anger and Hostility: Moderate positive associations with the Buss-Perry Aggression Questionnaire ($r \approx .35$ to $.48$), reflecting the emotional-affective hostility underlying state reactance.
• Need for Autonomy and Uniqueness: Strong correlations with Snyder and Fromkin's Need for Uniqueness Scale ($r \approx .40$ to $.52$), corroborating the dimension of resisting standard or ordinary treatment.
• External Locus of Control: Modest correlations with Rotter's Locus of Control Scale, particularly regarding resistance to external institutional control.
• Therapeutic Resistance Scales: Strong convergence with Dowd's Therapeutic Reactance Scale (TRS; $r = .60$ to $.72$), confirming its utility in clinical assessment.

Discriminant validity is supported by the absence of significant correlations between the HPRS and constructs such as social desirability (e.g., Marlowe-Crowne Social Desirability Scale, $r = -.08$ to $.04$, non-significant), demonstrating that high reactance scores are not an artifact of impression management or defensiveness. Furthermore, correlations with general cognitive intelligence and general Big Five Openness to Experience are low to negligible ($r < .15$), establishing that trait reactance represents an independent motivational orientation distinct from general intellect or intellectance.

Predictive and Experimental Validity

Experimental designs confirm that individuals with elevated baseline HPRS scores exhibit:

• Statistically greater physiological arousal (e.g., elevated galvanic skin response and heart rate variability) when reading prescriptive health communication;
• Statistically significant increases in post-message counter-arguing and state anger when exposed to controlling anti-binge drinking or anti-vaping messages (Shen & Dillard, 2005);
• Measurable behavioral boomerangs, including increased real-world or laboratory consumption of restricted foods or media following prohibition-framed warnings;
• Elevated ad-blocking adoption, negative brand attitudes, and skepticism toward invasive online behavioral targeting.

8. Reliability

The reliability of the Hong Psychological Reactance Scale has been verified across both internal consistency and temporal stability metrics in international samples.

Internal Consistency

In the landmark validation study by Hong and Faedda (1996) involving 268 Australian university students, the overall 14-item scale yielded an acceptable Cronbach's alpha of $\alpha = .77$. Subsequent cross-cultural investigations and population-level samples have reported composite internal consistency coefficients typically ranging from $.75$ to $.86$:

• Total 14-item Scale: $\alpha = .77$ (Hong & Faedda, 1996); $\alpha = .81$ (Thomas et al., 2001); $\alpha = .84$ (De las Cuevas et al., 2014).
• Factor 1 (Emotional Response toward Restricted Freedom): $\alpha = .68 – .74$
• Factor 2 (Reactance to Compliance): $\alpha = .67 – .73$
• Factor 3 (Resisting Influences from Others): $\alpha = .60 – .68$
• Factor 4 (Reactance to Advice and Recommendations): $\alpha = .61 – .70$

Because the subscales contain relatively few items (3 to 5 items each), subscale alphas occasionally fall slightly below the conventional $.70$ benchmark; however, average inter-item correlations remain within the recommended $.20$ to $.40$ range, confirming cohesive unidimensionality within each factor.

Test-Retest Reliability

The temporal stability of the HPRS confirms its utility as a dispositional trait measure rather than an ephemeral state inventory. Over a two-week test-retest interval, Hong and Faedda observed a correlation of $r_{tt} = .89$ ($p < .001$). Extended test-retest intervals across six-week to eight-week intervals in educational cohorts have demonstrated stability coefficients ranging from $r_{tt} = .73$ to $.80$, indicating durable longitudinal consistency.

9. Factor Analysis

The latent structure of the HPRS underwent extensive psychometric debate throughout the late 1980s and 1990s, culminating in the refined structural models utilized today.

Exploratory Factor Analysis (EFA)

Hong and Page (1989) initially proposed a 14-item scale that extracted four factors via principal components analysis with varimax rotation. Subsequent evaluations by Hong (1992) suggested that a three-factor or four-factor solution was viable depending on rotational criteria. To clarify these discrepancies, Hong and Faedda (1996) conducted an EFA using oblique (Oblimin) rotation, recognizing that the latent dimensions of psychological reactance are theoretically intercorrelated rather than strictly orthogonal. This analysis produced a definitive four-factor structure explaining approximately 52.4% of the total variance, with all 14 items exhibiting primary pattern loadings exceeding $.40$ on their designated factors and negligible cross-loadings (< .25):

• Factor 1: Emotional Response toward Restricted Freedom (Items 1, 4, 8, 12, 14; eigenvalues $\approx 3.65$; loadings: .48 to .76)
• Factor 2: Reactance to Compliance (Items 2, 5, 9; eigenvalues $\approx 1.48$; loadings: .54 to .81)
• Factor 3: Resisting Influences from Others (Items 3, 6, 10; eigenvalues $\approx 1.22$; loadings: .45 to .72)
• Factor 4: Reactance to Advice and Recommendations (Items 7, 11, 13; eigenvalues $\approx 1.05$; loadings: .51 to .78)

Confirmatory Factor Analysis (CFA) & Structural Variations

Confirmatory Factor Analyses across diverse demographic groups have evaluated several competing structural models:

1. Unidimensional Model: A single general reactance latent factor exhibits poor model fit ($\chi^2/df > 4.5$, $\text{CFI} < .80$, $\text{RMSEA} > .10$), confirming that reactance is psychometrically multidimensional.
2. Four First-Order Factor Model: Demonstrates superior fit indices across empirical studies ($\chi^2/df \approx 1.85$, $\text{CFI} = .94$, $\text{TLI} = .92$, $\text{RMSEA} = .048$ [$90%\text{ CI: } .036, .059$]).
3. Hierarchical / Second-Order Model: A higher-order latent construct of "Trait Reactance" accounting for the covariance among the four primary factors also demonstrates acceptable fit, providing psychometric justification for calculating both total composite scores and individual subscale scores.

Note on Structural Variations: In an influential methodological review, Shen and Dillard (2005) conducted CFA comparisons and recommended an 11-item, single-factor or truncated multi-factor variant that removed items 9, 13, and 14 due to lower standardized factor loadings in specific communication trials. However, in broad psychometric and cross-cultural personality assessment, the authentic 14-item Hong and Faedda (1996) configuration remains the standard, internationally validated benchmark.

10. Instrument / Measurement Tool

The structural, administrative, and scoring parameters of the Hong Psychological Reactance Scale are detailed below:

• Instrument Name: Hong Psychological Reactance Scale (HPRS)
• Primary Reference Authors: Sung-Mook Hong & Sandra Faedda (1996); preliminary versions by Hong & Page (1989)
• Construct Measured: Trait psychological reactance (proneness to resist behavioral freedom threats)
• Instrument Type: Self-administered psychometric questionnaire / rating scale
• Item Count: 14 items
• Administration Time: Approximately 3 to 5 minutes
• Response Scale: 5-point Likert scale (1 = Strongly disagree, 2 = Disagree, 3 = Undecided/Neither agree nor disagree, 4 = Agree, 5 = Strongly agree)
• Scoring Protocol:
  • All 14 items are positively worded and positively scored (no reverse-scored items).
  • Composite Scale Score: Calculated by summing the numerical ratings across all 14 items (Score range: 14 to 70). Higher scores denote greater trait reactance.
  • Subscale 1 (Emotional Response toward Restricted Freedom): Sum of items 1, 4, 8, 12, and 14 (Range: 5 to 25).
  • Subscale 2 (Reactance to Compliance): Sum of items 2, 5, and 9 (Range: 3 to 15).
  • Subscale 3 (Resisting Influences from Others): Sum of items 3, 6, and 10 (Range: 3 to 15).
  • Subscale 4 (Reactance to Advice and Recommendations): Sum of items 7, 11, and 13 (Range: 3 to 15).
• Target Population: Adolescents and adults (reading level approximately 7th grade / age 12+); widely adapted for collegiate, consumer, organizational, and clinical cohorts.

11. Permissions & Fee and Test Year

• Year of Publication: 1996 (Refined 14-item version; preliminary version published in 1989).
• Copyright Holder: Sung-Mook Hong and John Wiley & Sons, Ltd. (published in the European Journal of Personality).
• Access and Fee Status: The scale items were published in full within the academic article by Hong and Faedda (1996) for scientific and empirical use. It is widely accessible in the public academic domain for non-commercial academic research, thesis projects, and clinical evaluations without payment of licensing royalties, provided appropriate formal bibliographic citation is given.
• Commercial and Proprietary Licensing: Commercial organizations, enterprise software developers, or proprietary market testing platforms seeking to embed the scale within commercial diagnostic instruments should contact the publisher (John Wiley & Sons) or the copyright holders for formal commercial permissions.

12. References

Brehm, J. W. (1966). A theory of psychological reactance. Academic Press.

Brehm, S. S., & Brehm, J. W. (1981). Psychological reactance: A theory of freedom and control. Academic Press.

De las Cuevas, C., Peñate, W., & Sanz, E. J. (2014). Validating the Hong Psychological Reactance Scale in psychiatric patients. Journal of Personality Assessment, 96(5), 553–558. https://doi.org/10.1080/00223891.2013.878323

Dillard, J. P., & Shen, L. (2005). On the nature of the cognitive and affective components of psychological reactance. Communication Monographs, 72(2), 144–168. https://doi.org/10.1080/03637750500111815

Dowd, E. T., Milne, C. R., & Wise, S. L. (1991). The Therapeutic Reactance Scale: Development and validation. Journal of Counseling & Development, 69(6), 541–545. https://doi.org/10.1002/j.1556-6676.1991.tb02638.x

Hong, S.-M. (1992). Hong's Psychological Reactance Scale: A further factor analytic validation. Psychological Reports, 70(2), 512–514. https://doi.org/10.2466/pr0.1992.70.2.512

Hong, S.-M., & Faedda, S. (1996). Refinement of the Hong psychological reactance scale. European Journal of Personality, 10(1), 19–29. https://doi.org/10.1080/00224545.1994.9922997

Hong, S.-M., & Page, S. (1989). A psychological reactance scale: Development, factor structure and reliability. Psychological Reports, 64(3_suppl), 1323–1326. https://doi.org/10.2466/pr0.1989.64.3c.1323

Merz, J. (1983). Fragebogen zur Messung der Psychologischen Reaktanz [Questionnaire for the measurement of psychological reactance]. Diagnostica, 29(1), 75–82.

Thomas, S. L., Skitka, L. J., & Christen, S. (2001). The measurement of psychological reactance: A comparison of the Hong Psychological Reactance Scale and the Therapeutic Reactance Scale. Journal of Social Behavior and Personality, 16(1), 103–124.

13. Items of the Scale