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Automated item generation for personality assessment: development and validation of large-language-model-derived HEXACO situational judgment tests 自动项目生成人格评估:开发和验证大语言模型衍生的HEXACO情景判断测试
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2026-02-01 Epub Date: 2025-11-16 DOI: 10.1016/j.jrp.2025.104680
Zhaohui Zhang , Zhuoran Tu , Yulei Chen , Xiyao Xiao , Yi Feng , Wen Zhang
Traditional personality assessment struggles to capture behavior across contexts. Though HEXACO provides a broad framework, creating HEXACO-based Situational Judgment Tests (SJTs) is resource-intensive due to expert-developed items. Large language models (LLMs) offer scalable, less biased generation of theory-aligned SJT items. This study evaluates whether LLMs can produce HEXACO items with psychometric quality on par with expert-crafted ones. Across three studies, we compared LLM-generated and expert-created items through review and a human-subject test (N = 227), assessing reliability, validity, and response quality. Results show LLM items match expert items in internal consistency and convergent validity with HEXACO scales. These findings highlight LLMs as a cost-effective, scalable approach to psychometric instrument development and adaptive assessment.
传统的人格评估难以捕捉跨环境的行为。尽管HEXACO提供了一个广泛的框架,但创建基于HEXACO的情境判断测试(sjt)由于需要专家开发项目,需要大量资源。大型语言模型(llm)提供可伸缩的、较少偏差的生成与理论一致的SJT项目。本研究评估llm是否可以制作出与专家制作的具有同等心理测量质量的HEXACO项目。在三项研究中,我们通过回顾和人类受试者测试(N = 227)比较了法学硕士生成的和专家创建的项目,评估了信度、效度和反应质量。结果表明,LLM项目在内部一致性和收敛效度上与HEXACO量表的专家项目相匹配。这些发现强调llm是一种具有成本效益,可扩展的心理测量工具开发和适应性评估方法。
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引用次数: 0
Comparing machine learning methods for predicting dark triad personality traits using social media text data 比较使用社交媒体文本数据预测黑暗人格特质的机器学习方法
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2026-02-01 Epub Date: 2025-12-24 DOI: 10.1016/j.jrp.2025.104690
Maxim Leberecht , Andre Nedderhoff , Steffen Zitzmann , Martin Hecht
The Dark Triad (DT) personality traits, characterized by manipulativeness, callousness, and egocentrism, are linked to both negative outcomes such as aggression and delinquency, as well as positive outcomes like career success. This study aims to compare different machine learning models for predicting DT traits  Narcissism, Machiavellianism, and Psychopathy  using social media text data from Facebook status updates and personality questionnaires. Various machine learning models were evaluated. Across traits, Random Forest achieved the lowest RMSE, outperforming most other models, followed by Support Vector Machines and Gaussian Processes. Bias was similar across all models. These findings highlight the potential of social media data to offer insights into users’ personalities and carry methodological implications for future research on personality assessments.
以控制欲强、冷酷无情和自我中心为特征的黑暗人格特质,与攻击性和犯罪等负面结果以及职业成功等积极结果都有联系。本研究旨在比较不同的机器学习模型预测DT特征——自恋、马基雅维利主义和精神病——使用来自Facebook状态更新和人格问卷的社交媒体文本数据。评估了各种机器学习模型。在所有特征中,随机森林的RMSE最低,优于大多数其他模型,其次是支持向量机和高斯过程。所有模型的偏差相似。这些发现强调了社交媒体数据在洞察用户性格方面的潜力,并为未来的性格评估研究提供了方法上的启示。
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引用次数: 0
Trait activation in daily life: Comparing two perspectives on person-situation interactions 日常生活中的特质激活:比较人-情境互动的两种观点
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2026-02-01 Epub Date: 2025-12-11 DOI: 10.1016/j.jrp.2025.104689
Ranran Li , Isabel Thielmann , Daniel Balliet , Reinout E. de Vries
Trait activation theory posits that personality traits are expressed when trait-relevant situational cues—affordances—are present. While prior work has primarily examined how situational affordances moderate trait–behavior associations (an affordance-gradient perspective), comparatively less attention has been given to how multiple traits are differentially activated within affordance-relevant situations (an affordance-configured perspective), especially in ecologically valid settings. We addressed this gap using a retrospective diary design with 224 respondents (Ndiary = 448), combining self- and independently rated assessments of situational affordances and behavioral expressions. Consistent with the affordance-configured perspective, traits showed stronger associations with behavior in affordance-relevant situations relative to other traits. In contrast, interaction effects for the affordance-gradient perspective were mostly absent. These findings extend trait activation theory to everyday life and underscore the value of situational affordances for understanding personality expression.
特质激活理论认为,当与特质相关的情境线索——可得性——存在时,人格特质就会被表达出来。虽然先前的工作主要是研究情景可得性如何调节特质-行为关联(可得性梯度视角),但相对而言,较少关注在可得性相关情境(可得性配置视角)中,尤其是在生态有效的环境中,多重特质是如何被不同地激活的。我们通过对224名受访者(Ndiary = 448)的回顾性日记设计来解决这一差距,结合了对情景可视性和行为表达的自我和独立评级评估。与可得性配置的观点一致,在可得性相关情境中,特质与行为的关联比其他特质更强。相比之下,可视性梯度视角下的交互效应基本不存在。这些发现将特质激活理论扩展到日常生活中,并强调了情境支持对理解人格表达的价值。
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引用次数: 0
Too proud to doubt? The relationship between narcissism and intellectual humility 骄傲到不敢怀疑?自恋和智力谦逊之间的关系
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-09-24 DOI: 10.1016/j.jrp.2025.104670
Marcin Zajenkowski , Wacław Bąk , Virgil Zeigler-Hill , Jeremiasz Górniak , Jerzy Wojciechowski , Michał Stefanowicz
While narcissism and intellectual humility may seem incompatible, their relationship is more complex due to their multidimensional nature. Across two studies (N1 = 219, Mage = 23.47; SDage = 8.37; N2 = 278, Mage = 21.96; SDage = 4.12; participants recruited through social networking websites), we examined links between three narcissism facets (agentic, antagonistic, neurotic) and four aspects of intellectual humility, controlling for personality and intelligence. Antagonistic and neurotic narcissism were strongly negatively related to independence of intellect and ego, suggesting difficulty separating disagreement from personal threat. Antagonistic narcissism also predicted lower respect for others’ views. In contrast, agentic narcissism showed modest positive links to openness and respect for differing opinions. All three narcissism types were negatively associated with a lack of intellectual overconfidence, highlighting inflated belief in one’s superiority as central to narcissism.
虽然自恋和智力谦逊似乎不相容,但由于它们的多维性,它们的关系更加复杂。在两项研究中(N1 = 219, Mage = 23.47; SDage = 8.37; N2 = 278, Mage = 21.96; SDage = 4.12;参与者通过社交网站招募),我们研究了自恋的三个方面(代理型、对抗性、神经质)和智力谦逊的四个方面(控制个性和智力)之间的联系。对抗性和神经性自恋与智力和自我的独立性呈强烈负相关,表明难以将分歧与个人威胁区分开来。对抗性自恋也预示着对他人观点的不尊重。相比之下,代理自恋与开放性和对不同意见的尊重表现出适度的正相关。所有这三种自恋类型都与缺乏智力上的过度自信负相关,突出了对自我优越感的夸大信仰是自恋的核心。
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引用次数: 0
Tradeoffs of humility in the face of existential concerns 面对存在的担忧,谦卑的权衡
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-10-03 DOI: 10.1016/j.jrp.2025.104673
Daryl R. Van Tongeren , Isabella Brady , Claire Van Duinen , Aaron McLaughlin , Don E. Davis , Joshua N. Hook
Five preregistered studies (N = 3,789), examined how individual differences in humility and commitment regarding one’s existential beliefs (i.e., existential humility) were associated with different tradeoffs, including defensiveness and well-being. Using latent profile analyses, Study 1 (n = 807) revealed that existential humility is associated with less defensiveness but also lower well-being. Study 2 (n = 617) found evidence for lower defensiveness and greater empathy and prosociality among the existentially humble. Study 3 (n = 787) and Study 4 (n = 791) found that existentially humble participants reported lower well-being and had mixed defensive responses. Study 5 (n = 787) confirmed existential humility was associated with lower defensiveness, greater empathy and prosociality, and lower well-being. Existential humility engenders tradeoffs and may come with some costs.
五项预先注册的研究(N = 3,789),研究了关于一个人的存在主义信仰(即存在主义谦卑)的谦逊和承诺的个体差异如何与不同的权衡(包括防御和幸福)相关联。研究1 (n = 807)使用潜在轮廓分析显示,存在主义谦卑与较少的防御有关,但也与较低的幸福感有关。研究2 (n = 617)发现,存在谦卑者的防御能力较低,同理心和亲社会倾向较强。研究3 (n = 787)和研究4 (n = 791)发现,存在谦卑的参与者报告的幸福感较低,并且有混合的防御反应。研究5 (n = 787)证实,存在主义谦卑与较低的防御、更强的同理心和亲社会以及较低的幸福感有关。存在的谦逊会带来权衡,可能会带来一些代价。
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引用次数: 0
I want it that way: Exploring the role of desire intolerance in emotion-related impulsivity via ecological momentary assessment 我希望是这样的:通过生态瞬时评估来探索欲望不容忍在情绪相关冲动中的作用
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-11-01 DOI: 10.1016/j.jrp.2025.104677
Dylan K. Shelton, Jennifer C. Veilleux
Desire intolerance, the inability to withstand the cognitive, motivational, and affective components of desire, has been linked to engagement in impulsive behaviors. This study explored how individual differences in desire intolerance related to affect and emotion-related impulsivity in daily life. Participants (N = 197) completed one week of ecological momentary assessment to track affect, willpower self-efficacy, rash action and inaction urges, and rash action and inaction behaviors. Results showed that individuals higher in desire intolerance reported more rash action and inaction urges and rash behaviors when negative affect was higher than usual. These findings suggest that desire intolerance could be an indicator of the propensity to engage in rash action and inaction as affect fluctuates.
欲望不耐受,即无法承受欲望的认知、动机和情感成分,与冲动行为有关。本研究探讨了日常生活中欲望不耐受的个体差异与情感和情绪相关冲动的关系。197名参与者完成了为期一周的生态瞬间评估,以追踪情感、意志力自我效能、轻率行动与不作为冲动、轻率行动与不作为行为。结果表明,欲望不耐受程度较高的个体在负面情绪较高时表现出更多的鲁莽行为和不作为冲动和鲁莽行为。这些发现表明,当情绪波动时,欲望不耐受可能是冲动行为和不作为倾向的一个指标。
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引用次数: 0
Personality (in)coherence and protective/vulnerability factors in the context of prolonged stress 长时间压力背景下的人格一致性和保护性/脆弱性因素
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-09-21 DOI: 10.1016/j.jrp.2025.104668
Małgorzata Fajkowska , Guido Alessandri , Maria Cyniak-Cieciura , Paweł Dobrowolski , Lorenzo Filosa , Agnieszka Popiel , Bogdan Zawadzki
Our study examined (a) how latent personality profiles based on temperament, anxiety, and depression types and (b) related stress-protective (higher well-being and lower psychological inflexibility) and stress-vulnerability (lower well-being and higher psychological inflexibility) factors (c) are associated with experienced COVID-19 stressors. Participants (N = 1278, 840 women and 437 men, aged 18–71) completed the short form of Anxiety and Depression Questionnaire (ADQ-SF), the Formal Characteristics of Behavior − Temperament Markers Inventory (FCB-TMI), the Positive Mental Health scale (PMH), the Satisfaction with Life Scale (SWLS), the Acceptance and Action Questionnaire-II (AAQ-II), and a questionnaire assessing stressors related to the COVID-19 pandemic. An 8-profile solution was chosen when constructing latent personality profiles. Our results indicate that the sanguine temperament (within coherent/incoherent personality structures, associated or not with affective types) is a protective factor under prolonged stress. A cumulative effect related to the occurrence of two or more affective types in incoherent melancholics and incoherent phlegmatics made them the most vulnerable to experiencing a low level of well-being, a high level of psychological inflexibility, and a high level of prolonged stress. Differences and similarities in the identified types were explained by the dominating elements in their structures and their functions in stimulation processing.
我们的研究考察了(a)基于气质、焦虑和抑郁类型的潜在人格特征,以及(b)相关的压力保护(更高的幸福感和更低的心理不灵活性)和压力脆弱性(更低的幸福感和更高的心理不灵活性)因素(c)与经历过的COVID-19压力源之间的关系。参与者(N = 1278,女性840人,男性437人,年龄18-71岁)完成了焦虑与抑郁简短问卷(ADQ-SF)、行为气质特征量表(FCB-TMI)、积极心理健康量表(PMH)、生活满意度量表(SWLS)、接受与行动问卷- ii (AAQ-II)和新冠肺炎大流行相关压力源评估问卷。在构建潜在人格剖面时,选择了8个剖面解。我们的研究结果表明,乐观气质(在连贯/不连贯的人格结构中,与情感类型相关或不相关)是长期压力下的保护因素。在语无伦次忧郁症和语无伦次粘液症中出现两种或两种以上情感类型的累积效应使他们最容易经历低水平的幸福感、高水平的心理不灵活性和高水平的长期压力。这些类型的差异和相似可以用它们在刺激加工中的结构和功能上的主导因素来解释。
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引用次数: 0
Impact of content nonresponsivity on model fit and psychometric network characteristics: A cross-cultural perspective 内容无反应性对模型拟合和心理测量网络特征的影响:跨文化视角
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-11-04 DOI: 10.1016/j.jrp.2025.104678
Gary N. Burns , Ina Grau , Rainer Banse , Xiaowen Chen , Michael W. McFerran
Content nonresponsivity (CNR), such as acquiescence bias and careless responding, poses a significant threat to the validity of psychometric assessments by distorting item-level relationships. This study examines the impact of sample level CNR on both confirmatory factor analysis (CFA) and psychometric network analysis (PNA) model statistics across 45 countries. Results indicate that higher levels of sample level CNR were associated with worse model fit and denser, less centralized Big Five personality networks; however, results varied across CNR indices. These findings emphasize the need for researchers to assess and report CNR levels when drawing inferences about differences in model fit or centrality statistics.
内容无反应性(CNR),如默许偏差和粗心反应,通过扭曲项目层面的关系,对心理测量评估的有效性构成重大威胁。本研究考察了样本水平CNR对45个国家的验证性因子分析(CFA)和心理测量网络分析(PNA)模型统计的影响。结果表明,样本水平CNR越高,模型拟合越差,大五人格网络密度越大,集中度越低;然而,不同CNR指数的结果有所不同。这些发现强调了研究人员在推断模型拟合或中心性统计差异时评估和报告CNR水平的必要性。
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引用次数: 0
Re-assessing communal narcissism: the narcissistic sanctity and heroism concept 重新评估集体自恋:自恋的神圣性和英雄主义概念
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-08-20 DOI: 10.1016/j.jrp.2025.104651
Magdalena Żemojtel-Piotrowska , Jarosław Piotrowski , Artur Sawicki , John J. Skowronski , Peter K. Jonason , Jan Cieciuch , Włodzimierz Strus , Constantine Sedikides
We propose a new conceptualization of communal narcissism, the Narcissistic Sanctity and Heroism Concept (NSHC). We define narcissistic sanctity as a biased sense of exceptional warmth and morality, and narcissistic heroism as a heightened sense of self-importance in improving the social world. Drawing on 11 samples (N = 5606; 56 % women; Polish general population), we validated the NSHC, using circumplex models and peer-rating data. Sanctity reflects a communal orientation, as evidenced in relation to narcissistic grandiosity, narcissistic antagonism, personality correlates, and overrating on communal (but not agentic) traits. Heroism reflects a communal and agentic orientation, as evidenced in relation to narcissistic grandiosity, narcissistic antagonism, personality correlates, and overrating on agentic and communal traits. The NSHC has theoretical and empirical promise.
本文提出了一种新的群体自恋概念——自恋神圣与英雄主义概念。我们把自恋的神圣性定义为一种特殊的温暖感和道德感,把自恋的英雄主义定义为一种在改善社会世界中高度的自我重要性感。在11个样本中(N = 5606, 56%为女性,波兰普通人群),我们使用环形模型和同行评价数据验证了NSHC。圣洁反映了一种集体取向,这与自恋的浮夸、自恋的对抗、人格相关以及对集体(但不是代理)特征的高估有关。英雄主义反映了一种集体和代理取向,与自恋自大、自恋对抗、人格关联以及对代理和社区特征的高估有关。NSHC具有理论和实证的前景。
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引用次数: 0
What do agreeable people think about? spontaneous thoughts as a component of personality 随和的人会想些什么?作为个性组成部分的自发思想
IF 3.1 2区 心理学 Q2 PSYCHOLOGY, SOCIAL Pub Date : 2025-12-01 Epub Date: 2025-10-20 DOI: 10.1016/j.jrp.2025.104675
Hamidreza Fereidouni, Muhammad R. Asad, Michael D. Robinson
Although personality encompasses thoughts, feelings, and behaviors, we know comparatively little about the personality-thought interface. The present investigation (3 studies, total N = 486) used a novel laboratory paradigm to assess spontaneous thinking that was not off-task. The personality trait of agreeableness has been characterized in terms of pro-relationship motivation, which, it was hypothesized, would be evident in the content of spontaneous thoughts. Across the 3 studies, higher levels of agreeableness were linked to thinking about relationships more frequently and this association was both robust and discriminant with respect to other thought categories and state affect. Findings are discussed with respect to the motivational substrates of spontaneous thinking and their likely role in linking agreeableness to pro-relationship functioning.
虽然人格包含了思想、感觉和行为,但我们对人格与思想之间的关系所知相对较少。本研究(3项研究,共N = 486)使用了一种新的实验室范式来评估非任务状态下的自发思维。亲关系动机是亲和性人格特征的主要特征,而亲关系动机在自发思维的内容中表现得很明显。在这三项研究中,较高水平的亲和性与更频繁地思考人际关系有关,这种联系在其他思想类别和状态影响方面既牢固又具有歧视性。研究结果讨论了自发思维的动机基础及其在将亲和性与亲关系功能联系起来的可能作用。
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引用次数: 0
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Journal of Research in Personality
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