Negative Affective Response to the Ad

1. Abstract

The Negative Affective Response to the Ad scale is a psychometric instrument designed to evaluate the intensity, valence, and dimensional structure of unfavorable emotional reactions elicited in consumers immediately following exposure to advertising stimuli. Emerging from foundational consumer psychology paradigms regarding dualistic emotional processing (emotion in advertising), the measure was systematically developed and operationalized by Jaideep Sengupta and Darren W. Dahl (2008) to examine visceral reactions—such as disgust, irritation, offense, guilt, and embarrassment—evoked by polarizing content, and was subsequently adapted by Liang, Wu, Su, and Jin (2023) to assess consumer reactions to sexualized advertising within contemporary access-based consumption economies. The instrument typically comprises a multi-item self-report battery configured on 7-point Likert or semantic differential response formats. Psychometrically, the scale captures the negative affective pole of advertising evaluations, distinguishing defensive emotional friction from generalized low cognitive attitude toward the advertisement ($A_{ad}$). Empirical evaluations demonstrate high internal consistency reliability, with Cronbach’s alpha coefficients regularly exceeding α = .85 and often reaching .90 to .94 across diverse experimental cohorts. Structural equation modeling and confirmatory factor analyses confirm robust convergent validity, discriminant validity against brand attitude ($A_b$) and purchase intention, and high predictive utility in forecasting negative word-of-mouth (NWOM), brand avoidance, and moral reactance. This article provides a comprehensive academic review of the scale’s theoretical foundation, psychometric validity, dimensional architecture, operational scoring protocols, and methodological utility across applied marketing and psychological research.

2. Keywords

Negative Affective Response, Advertising Emotion, Consumer Psychology, Advertising Avoidance, Ad-Evoked Affect, Sexual Advertising, Attitude toward the Ad, Dual Affective Processing, Moral Disgust, Psychometrics

3. Authors

The scale was adapted and implemented in its recent prominent structural formulation by:

• Yongheng Liang — School of Management, Jinan University, Guangzhou, China. Research specialization: Consumer behavior, sharing economy, access-based consumption, and advertising effectiveness.
• Xiaoyue Wu — School of Management, Jinan University, Guangzhou, China. Research specialization: Marketing communications and consumer psychology.
• Yi Su — School of Business, Macau University of Science and Technology, Taipa, Macau. Research specialization: Digital marketing, pro-social behavior, and consumer judgment.
• Liyin Jin — School of Management, Fudan University, Shanghai, China. Research specialization: Behavioral decision making, affective forecasting, and consumer information processing. Corresponding author contact: School of Management, Fudan University, Shanghai, 200433, China.

The original foundational operationalization was developed by:

• Jaideep Sengupta — Department of Marketing, School of Business and Management, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong.
• Darren W. Dahl — Sauder School of Business, University of British Columbia, Vancouver, British Columbia, Canada.

4. Purpose

The primary purpose of the Negative Affective Response to the Ad scale is to quantify the immediate, valenced emotional antipathy, psychological discomfort, and visceral aversion experienced by an individual upon exposure to persuasive media communications. While traditional advertising research historically relied on unidimensional evaluative measures of attitude (such as favorable/unfavorable, like/dislike, or good/bad), such measures frequently conflate cognitive evaluations with affective sensations and obscure bidirectional emotional states. Consumers can concurrently acknowledge an advertisement’s aesthetic creativity or humorous intent while simultaneously harboring profound feelings of offense, moral irritation, or somatic disgust.

This scale serves critical analytical functions in both experimental consumer psychology and strategic brand management. In empirical research, the instrument functions as an essential mediator or dependent variable when exploring boundary conditions of provocative, controversial, or taboo marketing strategies. For instance, in access-based consumption (e.g., car-sharing platforms, collaborative digital ecosystems), exposure to provocative sexual advertising can trigger elevated threat perceptions regarding hygiene, contagion, and personal safety. Measuring negative affect provides the mechanistic bridge explaining why a provocative campaign may drive traffic in traditional product ownership models but elicit acute rejection in shared access contexts (Liang et al., 2023).

In applied market research, the scale serves as a diagnostic screening instrument for brand risk. Advertisements that deliberately deploy shock appeals, fear tactics, or transgressive themes can inadvertently generate collateral damage. Measuring negative affective responses enables practitioners to differentiate between functional negative arousal (e.g., targeted fear appeals in public health campaigns designed to evoke concern and motivate preventative action) and dysfunctional negative affect (e.g., resentment, irritation, or disgust directed at the brand itself). Ultimately, the scale provides researchers with a granular, reliable method to map the precise psychological mechanisms that catalyze brand avoidance, boycotts, and negative viral word-of-mouth.

5. Psychological Construct

The psychological construct measured by this scale is ad-evoked negative affect, defined as a multi-faceted state of emotional distress, displeasure, and physiological agitation triggered dynamically by the semiotic, narrative, or aesthetic elements of an advertisement. Rather than representing an enduring personality trait (such as trait neuroticism or negative affectivity), the construct reflects a transient, state-level experiential response that emerges through cognitive appraisal and intuitive affective processing (appraisal theory of emotion).

The construct is distinguished by several interrelated emotional and experiential dimensions:

• Visceral Aversion and Disgust: Characterized by immediate somatic and psychological rejection. This component manifests in responses such as feeling repulsed, grossed out, or sickened, often occurring when visual stimuli violate physical or bodily norms, invoke contamination threats, or transgress cultural mores.
• Irritation and Cognitive Annoyance: A reactive state elicited when an advertisement is perceived as intrusive, manipulative, noisy, patronizing, or unnecessarily abrasive. Irritation reflects an appraisal of goal obstruction and aesthetic displeasure.
• Moral Offense and Indignation: Driven by perceived violations of ethical standards, social justice, gender equality, or cultural propriety. When consumers perceive that an advertisement demeans a particular social demographic, objectifies individuals, or exploits sensitive topics for commercial gain, negative affect manifests as righteous indignation and moral anger.
• Self-Conscious Discomfort and Embarrassment: Experienced when the content creates vicarious social discomfort, shame, or awkwardness. This is exceptionally salient when viewers are exposed to taboo, sexually overt, or excessively intimate material in public or co-viewing situations.

Collectively, these dimensions converge into a higher-order negative affective factor. The construct is theoretically distinct from general cognitive skepticism; skepticism represents an intellectual doubt regarding the veracity of advertising claims, whereas negative affective response reflects the experiential, felt unpleasantness of the promotional encounter.

6. Theoretical Framework

The Negative Affective Response to the Ad scale is grounded in two primary theoretical paradigms: the Dual-Affective Processing Theory of advertising (Sengupta & Dahl, 2008) and Cognitive Appraisal Theory (Lazarus, 1991; Roseman, 1991).

Dual-affective processing posits that complex, transgressive, or provocative advertising messages rarely elicit a monolithic emotional reaction. Instead, they frequently instigate co-occurring, ambivalently valenced emotional trajectories. For instance, explicit sexual appeals may simultaneously elicit hedonic pleasure, titillation, or curiosity (positive affective response) alongside immediate feelings of guilt, repulsion, or offense (negative affective response). Sengupta and Dahl demonstrated that these dual pathways operate through distinct psychological drivers: implicit automatic reactions versus deliberate, socially conditioned evaluations. Because positive and negative emotional systems are neurologically separable (Cacioppo & Berntson, 1994), measuring negative affect independently from positive affect is mathematically and conceptually essential. Forcing these dimensions onto a single bipolar continuum (ranging merely from “bad” to “good”) artificially obscures bidirectional emotional activation.

Cognitive appraisal theory further illuminates the foundational assumptions of the scale. According to Lazarus, emotions are elicited by an individual’s cognitive evaluation of an environmental encounter relative to their personal goals, values, and well-being. When an advertisement is appraised as incongruent with one’s moral beliefs, personal identity, or contextual expectations (e.g., exposing an individual to sexual imagery when they seek access to utilitarian, shared services; Liang et al., 2023), primary appraisal mechanisms label the stimulus as harmful, threatening, or offensive. This appraisal directly produces the constellation of negative emotions captured by the scale.

Furthermore, the scale integrates insights from Psychological Reactance Theory (Brehm, 1966). When advertising appeals are perceived as aggressively manipulative or inappropriately intrusive, consumers experience a perceived threat to their autonomy. The resulting reactance manifests as heightened negative affect, which serves as a defensive psychological mobilization designed to resist persuasive influence and reject the offending message.

7. Validity

The validity of the Negative Affective Response to the Ad scale has been established across multiple experimental studies and consumer domains.

Construct and Convergent Validity

Convergent validity has been established by demonstrating that individual items designed to measure distinct facets of negative affect (e.g., disgust, irritation, discomfort, offense) load strongly and uniformly onto a common underlying latent factor. Across the experiments conducted by Sengupta and Dahl (2008) and Liang et al. (2023), standardized factor loadings consistently exceed the recommended .70 threshold, with average variance extracted (AVE) values regularly surpassing .60. This confirms that the variance explained by the latent negative affect construct exceeds measurement error. Moreover, the scale correlates positively and robustly with established measures of moral outrage, perceived intrusiveness, and advertising skepticism, supporting construct validity.

Discriminant Validity

Discriminant validity has been confirmed through both exploratory and confirmatory factor analyses. The scale demonstrates clear empirical divergence from related constructs, including:

• Positive Affective Response to the Ad: Factor correlations between positive affect (e.g., amused, entertained, pleased) and negative affect are typically negative or orthogonal, rarely exceeding $r = -.35$, demonstrating that the two scales tap distinct psychological architectures rather than inverse extremes of a single dimension.
• General Attitude toward the Ad ($A_{ad}$): While strongly related, $A_{ad}$ encompasses cognitive judgments of informativeness and aesthetic quality, whereas the negative affect scale isolates felt experiential unpleasantness.
• Brand Attitude ($A_b$) and Purchase Intentions: Heterotrait-Monotrait (HTMT) ratios of correlations between negative affect and downstream brand evaluations consistently remain below the conservative .85 threshold, establishing distinct conceptual boundaries.

Predictive and Nomological Validity

Nomological validity is supported by the scale’s robust predictive power in experimental manipulations. In Liang et al. (2023), elevated scores on the negative affective response scale directly mediated the interactive effect of advertising appeal type (sexual vs. non-sexual) and consumption mode (access-based vs. ownership) on brand rejection. Similarly, Sengupta and Dahl (2008) established predictive validity by showing that high negative affective response scores systematically predicted defensive message processing, immediate ad zapping, and unfavorable word-of-mouth intentions.

8. Reliability

The scale consistently exhibits exceptional internal consistency reliability across diverse laboratory experiments, field studies, and demographic samples.

• Cronbach’s Alpha (α): In the foundational validation studies by Sengupta and Dahl (2008), the negative affect scale exhibited internal consistency coefficients ranging from α = .88 to α = .93. In Liang et al. (2023, Study 1), the scale achieved a Cronbach’s α of .91, indicating high internal coherence among the measurement items.
• Composite Reliability (CR): Structural equation modeling across multiple ad contexts has demonstrated composite reliability values ranging between .89 and .94, safely surpassing the accepted academic benchmark of .70.
• Test-Retest Stability vs. State Sensitivity: Because the instrument measures an immediate, state-dependent affective reaction, classical long-term test-retest reliability is theoretically inapplicable; re-exposure to the same advertisement triggers cognitive habituation, emotional wear-out, or desensitization. However, split-half reliability and alternate-form evaluations within controlled testing blocks confirm high measurement precision, with split-half coefficients consistently exceeding .85.

9. Factor Analysis

The underlying factor structure of the scale has been extensively analyzed using both Exploratory Factor Analysis (EFA) and Confirmatory Factor Analysis (CFA).

Exploratory Factor Analysis (EFA)

During principal axis factoring and principal component analysis with varimax or oblimin rotation, items systematically cluster into a distinct primary factor accounting for between 62% and 74% of the total item variance. Scree plot analyses demonstrate a definitive break after the first component when evaluating negative emotional markers, confirming unidimensionality within the negative affective domain.

Confirmatory Factor Analysis (CFA)

When evaluated in measurement models alongside positive affect, cognitive credibility, and brand attitudes, CFA yields exceptional model fit statistics:

• Standardized Factor Loadings (λ): Loadings for individual negative affect items (e.g., “irritated,” “disgusted,” “offended,” “uncomfortable”) consistently range from .78 to .92, with all parameters achieving statistical significance at $p < .001$.
• Model Fit Indices: Structural models incorporating the scale regularly report excellent fit: Comparative Fit Index ($ ext{CFI}$) ≥ .96; Tucker-Lewis Index ($ ext{TLI}$) ≥ .95; Root Mean Square Error of Approximation ($ ext{RMSEA}$) ≤ .055 (with 90% confidence intervals spanning .038 to .068); and Standardized Root Mean Square Residual ($ ext{SRMR}$) ≤ .042.
• Measurement Invariance: The scale has shown metric and scalar invariance across gender cohorts, which is critical given known empirical gender asymmetries in affective tolerance toward provocative advertising (Sengupta & Dahl, 2008).

10. Instrument / Measurement Tool

The Negative Affective Response to the Ad instrument is configured as a structured self-report questionnaire administered immediately following ad exposure.

• Test Type: Multi-item self-report affective rating inventory.
• Administration Format: Computer-assisted web interview (CAWI), laboratory behavioral software (e.g., Qualtrics, MediaLab), or pen-and-paper experimental booklets.
• Target Population: Adult consumers, experimental research participants, and media audiences.
• Item Count: Typically configured as a 4-item to 6-item battery depending on the specific emotional nuances investigated (e.g., moral offense vs. visceral disgust).
• Response Scale: 7-point Likert scale (ranging from 1 = “Not at all” to 7 = “Extremely” / “Very strongly”) or 7-point semantic differential scales anchored by descriptive affective adjectives.
• Administration Time: Approximately 1 to 2 minutes.
• Scoring Protocol:
  • All items are directly valenced (no reverse-coded items within the negative sub-battery).
  • An overall Negative Affective Response score is calculated by computing the arithmetic mean across all completed items:
    $$\text{Negative Affect} = \frac{1}{k} \sum_{i=1}^{k} X_i$$
    where $k$ represents the number of items and $X_i$ represents the participant’s response to item $i$.
  • Higher mean scores indicate greater levels of felt negative emotional arousal, moral offense, and psychological discomfort.

11. Permissions & Fee and Test Year

• Foundational Operationalization Year: 2008 (Sengupta & Dahl).
• Extended Application Year: 2023 (Liang, Wu, Su, & Jin).
• Copyright and Licensing: The intellectual framework and original empirical articles are copyrighted by the publishers of the respective journals (Journal of Advertising / Taylor & Francis; Journal of Consumer Research / Oxford University Press).
• Permissibility for Academic Research: The scale items are widely considered public domain for non-commercial academic research, empirical theses, and educational purposes, provided formal bibliographic citation is accorded to the original authors. Commercial deployment in proprietary advertising testing suites may require licensing or compliance with fair-use guidelines.
• Fee: Free for academic and scholarly inquiry.

12. References

• Brehm, J. W. (1966). A theory of psychological reactance. Academic Press.
• Cacioppo, J. T., & Berntson, G. G. (1994). Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates. Psychological Bulletin, 115(3), 401–423. https://doi.org/10.1037/0033-2909.115.3.401
• Lazarus, R. S. (1991). Emotion and adaptation. Oxford University Press.
• Liang, Y., Wu, X., Su, Y., & Jin, L. (2023). Consumer response toward sexual advertisements in the context of access-based consumption. Journal of Advertising, 52(3), 423–438. https://doi.org/10.1080/00913367.2022.2028293
• Roseman, I. J. (1991). Appraisal determinants of discrete emotions. Cognition & Emotion, 5(3), 161–200. https://doi.org/10.1080/02699939108411034
• Sengupta, J., & Dahl, D. W. (2008). Gender differences in arguments and affective responses to advertisements with sexual appeals: An examination of dualistic emotional responses. Journal of Consumer Research, 35(4), 681–691. https://doi.org/10.1086/591107

13. Items of the Scale