Emotion regulation, the set of processes by which people influence which emotions they have, when they have them, and how they experience or express them, has long been recognized as a cornerstone of psychological health. Decades of research, beginning with James Gross’s influential process model, have examined individual strategies such as cognitive reappraisal and expressive suppression, typically asking how each strategy relates to well-being on average across a sample. But this variable-centered approach has a well-known limitation: it treats strategies as if they operated independently, when in reality people hold bundles of beliefs about emotions and deploy constellations of regulatory modes together. The new study takes the opposite, person-centered route, asking whether empirically identifiable types of emotion regulators exist in the population and whether those types differ meaningfully in their mental health.

The theoretical backbone of the research is Self-Determination Theory, the broad motivational framework developed by Edward Deci and Richard Ryan, which holds that human flourishing depends on the satisfaction of three basic psychological needs: autonomy, competence, and relatedness. Within this framework, a specific mode of regulation called integrative emotion regulation has attracted growing attention. Integrative regulation involves openly acknowledging emotions, exploring them, and allowing their information to be processed and assimilated, rather than pushing them away or acting them out. According to Self-Determination Theory, this integrative processing supports the organismic capacity to transform even difficult emotional experiences into coherent self-knowledge, whereas suppressive forms of regulation, which involve distancing oneself from emotional experience, are thought to frustrate basic needs and undermine well-being over time.

Alongside regulation modes, the researchers examined emotion beliefs, specifically beliefs about the usefulness of emotions and beliefs about the controllability of emotions. Prior work by Tamir, Ford, De Castella, and others has shown that people who view emotions as controllable tend to use more adaptive strategies and report fewer depressive symptoms, while those who believe emotions are uncontrollable are more prone to avoidance-based regulation and psychological distress. Beliefs about whether emotions are useful or useless similarly shape whether people approach or avoid their feelings. The Turkish study is among the first to combine these belief variables with regulation modes, including integrative regulation, suppression, and dysregulation, in a single cluster analysis, thereby capturing the whole configuration of emotion-related processes within each person.

The sample comprised 850 adults recruited from various institutions across Türkiye, including university students, academics, and employees. Women made up 65.9 percent of participants, and the mean age was 35.04 years with a standard deviation of 12.8. Participants completed a battery of validated instruments: the Emotion Regulation Inventory, the Beliefs About Emotions Questionnaire, the Basic Psychological Needs Satisfaction and Frustration Scale, the Patient Health Questionnaire-9 for depression, the Generalized Anxiety Disorder scale, and the Flourishing Scale, a measure of overall psychological well-being developed by Ed Diener and colleagues. The inclusion of both ill-being indicators, such as depression and anxiety symptoms, and well-being indicators, such as need satisfaction and flourishing, allowed the researchers to test whether the emotion regulation profiles differentiated people on both sides of the mental health spectrum.

Methodologically, the study followed a rigorous two-stage clustering procedure. First, the researchers standardized scores on the emotion belief and regulation mode variables and applied Ward’s hierarchical clustering method, which merges individuals into groups in a way that minimizes within-group variance. Second, they used the resulting cluster centers as starting points for K-means refinement, an iterative algorithm that reassigns individuals to the nearest cluster center until the solution stabilizes. This combination, recommended in the methodological literature on person-centered analysis, helps guard against local optima and produces more stable groupings. Statistical guidance on power for cluster analysis, including work by Dalmaijer and colleagues, informed the design, and the sample size comfortably exceeded conventional recommendations for detecting reliable cluster structures.

The analysis yielded a parsimonious two-cluster solution. The first cluster, containing 43.9 percent of participants, reflected a maladaptive regulation profile. Individuals in this group showed higher levels of emotion dysregulation, stronger suppressive tendencies, and stronger beliefs that emotions are uncontrollable, alongside lower levels of integrative regulation and weaker beliefs in the usefulness of emotions. The second cluster, encompassing 56.1 percent of the sample, represented an adaptive regulation profile, marked by the mirror-image pattern: higher integrative regulation and usefulness beliefs, and lower suppression, dysregulation, and uncontrollability beliefs. The fact that beliefs and strategies cohered into just two broad configurations, rather than a fragmented array of mixed types, is itself notable, suggesting that emotion-related processes tend to travel together in internally consistent packages.

The between-profile comparisons were striking. Relative to individuals in the maladaptive profile, those in the adaptive profile reported significantly higher satisfaction of their basic psychological needs and higher flourishing, as well as lower symptoms of depression and anxiety. These findings align closely with the predictions of Self-Determination Theory: integrative emotion regulation is theorized to support need satisfaction by allowing emotional experience to be acknowledged and assimilated, while suppression and dysregulation are theorized to alienate people from their own feelings and frustrate the needs for autonomy and competence. The results also echo earlier cross-cultural work by Benita and colleagues, who found that integrative and suppressive regulation differentially predicted well-being through basic need satisfaction and frustration across three countries, and a person-centered COVID-era study by Waterschoot and colleagues that applied a similar framework during the pandemic.

The study carries practical implications for clinical and counseling psychology. If emotion regulation profiles can be identified reliably with brief self-report instruments, practitioners could potentially screen for maladaptive configurations, characterized by uncontrollability beliefs, suppression, and dysregulation, and target them directly in intervention. Existing evidence suggests that emotion malleability beliefs are themselves modifiable, and that changing beliefs about the controllability of emotions can improve regulation success and reduce symptoms. The person-centered approach adds nuance here: rather than treating a single strategy or belief in isolation, interventions could be designed to shift the entire configuration, for example by fostering usefulness beliefs and integrative processing while reducing reliance on suppression.

The authors are careful to note the study’s limitations. The design is cross-sectional, so the direction of the relationships between regulation profiles and psychological functioning cannot be established; it is equally plausible that depression and anxiety shape how people regulate their emotions as the reverse. The sample was a convenience sample drawn from Türkiye, and although it was diverse in occupation and age, generalization to other cultural contexts requires replication. Self-report measures may also be influenced by the very regulatory tendencies they assess, since high suppressors may be less willing to disclose emotional difficulties. Still, the findings represent a meaningful step forward in emotion regulation research, demonstrating that when the person, rather than the variable, is made the unit of analysis, two coherent and consequential regulatory types emerge, and the difference between them tracks the difference between flourishing and suffering. The study was supported in part by a TÜBİTAK National PhD Scholarship awarded to the first author, who conducted the work as part of her doctoral dissertation, and the data are available from the corresponding author upon reasonable request.

Subject of Research: Emotion regulation profiles and their association with psychological functioning

Article Title: Emotion regulation processes and psychological functioning: a cluster analytical approach

Article References: Emotion regulation processes and psychological functioning: a cluster analytical approach. (n.d.). https://doi.org/10.1007/s12144-026-10009-8

Image Credits: AI Generated

DOI: 10.1007/s12144-026-10009-8

Keywords: emotion regulation, self-determination theory, cluster analysis, integrative emotion regulation, emotion beliefs, basic psychological needs, well-being, depression, anxiety, flourishing, suppression, person-centered approach

The Emotion Beliefs Questionnaire, first introduced by Becerra, Preece, and Gross in 2020, was designed to fill a gap in the psychological toolkit. Earlier instruments tended to treat beliefs about emotion as a single, undifferentiated construct, asking broadly whether people saw feelings as fixed or malleable. The EBQ instead proposed a four-factor architecture: beliefs about the controllability of positive emotions, the controllability of negative emotions, the usefulness of positive emotions, and the usefulness of negative emotions. This distinction matters because decades of research on emotion regulation suggest that these beliefs are not interchangeable. A person might believe that anger can be tamed through effort while simultaneously believing that anger serves valuable protective functions—and those two convictions can lead to very different regulatory choices and mental health outcomes.

Testing whether that four-factor structure survives translation into Chinese required more than linguistic accuracy. Chen and Li followed established cross-cultural adaptation procedures to render the questionnaire into Chinese, then administered it to 600 participants with an average age of about 31 years. Alongside the EBQ-C, participants completed a battery of well-established measures: the Implicit Beliefs about Emotion Scale, which probes whether people view emotions as fixed traits; the Emotion and Regulation Beliefs Scale, which assesses beliefs about the desirability and controllability of feelings; the Emotion Regulation Questionnaire, which measures habitual reappraisal and suppression; and the 16-item brief version of the Difficulties in Emotion Regulation Scale. This multi-instrument design allowed the researchers to check whether scores on the new Chinese questionnaire behaved the way theory says emotion beliefs should behave.

The statistical centerpiece of the study was confirmatory factor analysis, a technique that tests whether the pattern of correlations among questionnaire items matches a hypothesized latent structure. Using robust estimation methods appropriate for ordinal rating-scale data, the researchers found that the original four-factor model—separating controllability from usefulness, and positive from negative emotions—fit the Chinese data well. In other words, Chinese respondents appeared to distinguish between these four belief domains in much the same way as English-speaking samples in Australia and elsewhere. This is a nontrivial finding. Cultural psychology has long documented that conceptions of emotion differ across societies, with some traditions emphasizing emotional restraint and interdependence rather than individual expression. The persistence of the four-factor structure suggests that the basic conceptual distinctions embedded in the EBQ are not artifacts of Western theorizing.

Reliability, the consistency of measurement, was assessed in two complementary ways. Internal consistency—whether items within each subscale correlate with one another as they should—was generally good across the four subscales, with the researchers reporting robust coefficient estimates that are less sensitive to outliers and missing data than traditional alpha coefficients. Stability over time was examined in a randomly invited subsample of 100 participants who completed the EBQ-C a second time four weeks after the initial administration. The test-retest correlations were acceptable, indicating that emotion beliefs, as captured by the questionnaire, are reasonably stable dispositions rather than momentary mood states, while still leaving room for the change that interventions might produce.

Validity evidence came in two flavors. Convergent validity asks whether a new instrument correlates with existing measures of related constructs to the degree expected. The EBQ-C subscales showed meaningful associations with the Implicit Beliefs about Emotion Scale and the Emotion and Regulation Beliefs Scale, confirming that the questionnaire is indeed tapping into the theoretical territory of emotion beliefs rather than something unrelated. Criterion-related validity, by contrast, asks whether scores predict outcomes they should predict. Here the Chinese EBQ delivered: beliefs about the controllability of emotions related to scores on the emotion regulation and dysregulation measures in theoretically coherent directions. This pattern echoes a growing literature, championed by researchers such as Ford and Gross, linking the belief that emotions are controllable to greater use of adaptive regulation strategies and better psychological adjustment, while beliefs in the fixedness of feelings have been tied to vulnerability to distress.

Perhaps the most technically demanding part of the study was the analysis of measurement invariance—the statistical demonstration that a questionnaire measures the same construct with the same precision across different groups. Without invariance, group differences in scores could reflect artifacts of measurement rather than genuine psychological differences. Chen and Li tested invariance across gender, across age groups, and across cultures. The results showed that the EBQ-C functions equivalently for men and women and across age bands, meaning researchers can confidently compare these groups without worrying that the scale itself behaves differently in each. Across cultures, the picture was slightly more nuanced: the study found partial scalar invariance, indicating that while the questionnaire’s structure and most of its items function comparably across Chinese and other cultural samples, a small number of items show differential response patterns that must be accounted for in cross-cultural comparisons.

Partial scalar invariance is a common and informative outcome in cross-cultural psychometrics. It means that latent mean comparisons between cultures remain defensible once the non-invariant items are handled appropriately, for example by freeing their thresholds in the models. For the EBQ specifically, this finding aligns with earlier international work. Japanese, Polish, Norwegian, and Iranian adaptations of the questionnaire have each reported generally supportive psychometric profiles, and a comparative study of Iranian and American samples likewise documented invariance with qualifications. The accumulating pattern is that the EBQ’s four-factor model travels well, but that fully strict equivalence across languages is difficult to achieve—a realistic and honest picture of how psychological measurement behaves across linguistic and cultural divides.

The practical implications extend well beyond the laboratory. Emotion beliefs have been implicated in outcomes ranging from academic adjustment and social functioning to anxiety, depression, and disordered eating. In China, where rates of help-seeking for mental health concerns remain constrained by stigma and where culturally shaped norms around emotional expression are distinctive, a validated Chinese-language measure of emotion beliefs opens the door to large-scale research on how these beliefs develop, how they relate to well-being in Chinese contexts, and whether they can be modified therapeutically. The authors note that the instrument provides a foundation for future cross-cultural and developmental research on the role of emotion beliefs in psychological functioning—a foundation now anchored by open data, with the study’s datasets deposited in the Open Science Framework repository for independent scrutiny.

The study, which received partial support from the National Natural Science Foundation of China and ethical approval from Nanjing University’s Institutional Review Board, is a reminder of an often-overlooked truth in psychology: the field’s conclusions are only as good as its measurements, and its measurements are only as good as their validation in the populations where they are used. By rigorously demonstrating that a Chinese version of the Emotion Beliefs Questionnaire preserves the structure, reliability, and validity of the original, Chen and Li have not merely translated a scale—they have extended the reach of emotion science to more than a billion people, and brought the discipline one step closer to understanding which beliefs about feelings are truly universal, and which are shaped by the cultures in which they arise.

Subject of Research: Psychometric validation of the Chinese version of the Emotion Beliefs Questionnaire

Article Title: Examination of the psychometric properties of the Chinese version of the emotion beliefs questionnaire

Article References: Chen, J., & Li, Z. (2026). Examination of the psychometric properties of the Chinese version of the emotion beliefs questionnaire. Current Psychology, 45(19), Article 1578. https://doi.org/10.1007/s12144-026-10132-6

Image Credits: AI Generated

DOI: 10.1007/s12144-026-10132-6

Keywords: emotion beliefs, Emotion Beliefs Questionnaire, psychometrics, cross-cultural validation, measurement invariance, emotion regulation, confirmatory factor analysis, Chinese adults, mental health, test-retest reliability, Current Psychology, Nanjing University