Skip to main content
Original Article

Factor Mixture Analysis of the Dark Triad and Dark Tetrad

Could Sadism Make a Difference?

Published Online:https://doi.org/10.1027/1614-0001/a000331

Abstract. The aim of this research was to examine the structure of the Dark Triad and Tetrad traits by answering the question whether a person-centered or a variable-centered approach is more suitable for their description, or its combination. Moreover, we examined whether the inclusion of sadism into the dark traits constellation would change the results. On a sample of 404 participants, both short and full-length measures of the Dark Triad were used, while sadism was assessed via Short Sadistic Impulse Scale. The results of the factor mixture analysis showed that the variable-centered approach is better at describing the Dark Triad, but the inclusion of sadism resulted in qualitatively different latent profiles, suggesting that the person-centered approach could serve in describing the Dark Tetrad. Inclusion of sadism led to the isolation of higher Dark Tetrad-sadism profile in both short and full-length measures and this profile showed the higher risk behaviors and interpersonal problems. Other isolated profiles could be interpreted as lower and higher Dark Tetrad profiles, with some specificities. Results showed that inclusion of sadism contributed to the isolation of profile more prone to sadism, but also to isolation of other profiles, suggesting that it could change the relations among dark traits.

References

  • Asendorpf, J. B. (2003). Head-to-head comparison of the predictive validity of personality types and dimensions. European Journal of Personality, 17, 327–346. https://doi.org/10.1002/per.492 First citation in articleCrossrefGoogle Scholar

  • Ashton, M. C., & Lee, K. (2009). An investigation of personality types within the HEXACO personality framework. Journal of Individual Differences, 30, 181–187. https://doi.org/10.1027/1614-0001.30.4.181 First citation in articleLinkGoogle Scholar

  • Bergman, L. R., & Magnusson, D. (1997). A person-oriented approach in research on developmental psychopathology. Development and Psychopathology, 9, 291–319. First citation in articleCrossrefGoogle Scholar

  • Buckels, E. E., Jones, D. N., & Paulhus, D. L. (2013). Behavioral confirmation of everyday sadism. Psychological Science, 24, 2201–2209. https://doi.org/10.1177/0956797613490749 First citation in articleCrossrefGoogle Scholar

  • Chabrol, H., Melioli, T., Van Leeuwen, N., Rodgers, R., & Goutaudier, N. (2015). The Dark Tetrad: Identifying personality profiles in high-school students. Personality and Individual Differences, 83, 97–101. https://doi.org/10.1016/j.paid.2015.03.051 First citation in articleCrossrefGoogle Scholar

  • Chabrol, H., Van Leeuwen, N., Rodgers, R., & Séjourné, N. (2009). Contributions of psychopathic, narcissistic, Machiavellian, and sadistic personality traits to juvenile delinquency. Personality and Individual Differences, 47, 734–739. https://doi.org/10.1016/j.paid.2009.06.020 First citation in articleCrossrefGoogle Scholar

  • Christie, R., & Geis, F. L. (1970). Studies in Machiavellianism. New York, NY: Academic Press. First citation in articleGoogle Scholar

  • Clark, S. L., Muthén, B., Kaprio, J., D’Onofrio, B. M., Viken, R., & Rose, R. J. (2013). Models and strategies for factor mixture analysis: An example concerning the structure underlying psychological disorders. Structural Equation Modeling, 20, 681–703. https://doi.org/10.1080/10705511.2013.824786 First citation in articleCrossrefGoogle Scholar

  • Dinić, B. M., Velimirović, M., & Sadiković, S. (2019). Dark traits from the variable-centered and person-centered approach and their relations with some risky behaviors. Psihološka Istraživanja, XXII, 17–32. https://doi.org/10.5937/PSISTRA22-19038 First citation in articleCrossrefGoogle Scholar

  • Egan, V., Chan, S., & Shorter, G. W. (2014). The Dark Triad, happiness and subjective well-being. Personality and Individual Differences, 67, 17–22. https://doi.org/10.1016/j.paid.2014.01.004 First citation in articleCrossrefGoogle Scholar

  • Evans, C., Mellor-Clark, J., Margison, F., Barkham, M., Audin, K., Connell, J., & McGrath, G. (2000). CORE: Clinical outcomes in routine evaluation. Journal of Mental Health, 9, 247–255. https://doi.org/10.1080/713680250 First citation in articleCrossrefGoogle Scholar

  • Fanning, J. R., Marcus, D. K., Preszler, J. R., & Coccaro, E. F. (2019). Evidence for the taxonic latent structure for DSM-5 intermittent explosive disorder in adults. Psychological Medicine. Advanced online publication. https://doi.org/10.1017/S0033291719002952 First citation in articleGoogle Scholar

  • Fuller, A. K., Blashfield, R. K., Miller, M., & Hester, T. (1992). Sadistic and self-defeating personality disorder criteria in a rural clinic sample. Journal of Clinical Psychology, 48, 827–831. https://doi.org/10.1002/1097-4679(199211)48:6<827::AID-JCLP2270480618>3.0.CO;2-1 First citation in articleCrossrefGoogle Scholar

  • Gerlach, M., Revelle, W., & Amaral, L. A. N. (2019). Reply to: Four personality types may be neither robust nor exhaustive. Nature Human Behaviour, 3, 1047–1048. https://doi.org/10.1038/s41562-019-0722-3 First citation in articleCrossrefGoogle Scholar

  • Herzberg, P. Y., & Hoyer, J. (2009). Personality prototypes in adult offenders. Criminal Justice and Behavior, 36, 259–274. https://doi.org/10.1177/0093854808328331 First citation in articleCrossrefGoogle Scholar

  • Jonason, P. K., Zeigler-Hill, V., & Okan, C. (2017). Good v. evil: Predicting sinning with dark personality traits and moral foundations. Personality and Individual Differences, 104, 180–185. https://doi.org/10.1016/j.paid.2016.08.002 First citation in articleCrossrefGoogle Scholar

  • Jones, D. N., & Paulhus, D. L. (2014). Introducing the Short Dark Triad (SD3): A brief measure of dark personalities. Journal of Research in Personality, 21, 28–41. https://doi.org/10.1177/1073191113514105 First citation in articleGoogle Scholar

  • Kam, C. C. S., & Zhou, M. (2016). Is the Dark Triad better studied using a variable-or a person-centered approach? An exploratory investigation. PLoS One, 11, e0161628. https://doi.org/10.1371/journal.pone.0161628 First citation in articleCrossrefGoogle Scholar

  • Levenson, M. R., Kiehl, K. A., & Fitzpatrick, C. M. (1995). Assessing psychopathic attributes in a noninstitutionalized population. Journal of Personality and Social Psychology, 68, 151–158. First citation in articleCrossrefGoogle Scholar

  • Lubke, G. H., & Muthén, B. (2005). Investigating population heterogeneity with factor mixture models. Psychological Methods, 10, 21–39. https://doi.org/10.1037/1082-989X.10.1.21 First citation in articleCrossrefGoogle Scholar

  • Lyne, K., Barrett, P., Evans, C., & Barkham, M. (2006). Dimensions of variation on the CORE–OM. British Journal of Clinical Psychology, 45(Pt 2), 185–203. https://doi.org/10.1348/014466505X39106 First citation in articleCrossrefGoogle Scholar

  • Međedović, J., & Petrović, B. (2015). The Dark Tetrad. Journal of Individual Differences, 36, 228–236. https://doi.org/10.1027/1614-0001/a000179 First citation in articleLinkGoogle Scholar

  • Moshagen, M., Hilbig, B. E., & Zettler, I. (2018). The dark core of personality. Psychological Review, 125, 656–688. https://doi.org/10.1037/rev0000111 First citation in articleCrossrefGoogle Scholar

  • Mundfrom, D. J., Shaw, D. G., & Lu Ke, T. (2005). Minimum sample size recommendations for conducting factor analyses. International Journal of Testing, 5, 159–168. https://doi.org/10.1207/s15327574ijt0502_4 First citation in articleCrossrefGoogle Scholar

  • Murphy, C., & Vess, J. (2003). Subtypes of psychopathy: Proposed differences between narcissistic, borderline, sadistic, and antisocial psychopaths. Psychiatric Quarterly, 74, 11–29. https://doi.org/10.1023/A:1021137521142 First citation in articleCrossrefGoogle Scholar

  • O’Connor, B. P. (2000). SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test. Behavior Research Methods, Instrumentation, and Computers, 32, 396–402. https://doi.org/10.3758/BF03200807 First citation in articleCrossrefGoogle Scholar

  • O’Meara, A., Davies, J., & Hammond, S. (2011). The psychometric properties and utility of the Short Sadistic Impulse Scale (SSIS). Psychological Assessment, 23, 523–531. https://doi.org/10.1037/a0022400 First citation in articleCrossrefGoogle Scholar

  • Paulhus, D. L. (2014). Toward a taxonomy of dark personalities. Current Directions in Psychological Science, 23, 421–426. https://doi.org/10.1177/0963721414547737 First citation in articleCrossrefGoogle Scholar

  • Paulhus, D. L., & Williams, K. M. (2002). The Dark Triad of personality: Narcissism, Machiavellianism, and psychopathy. Journal of Research in Personality, 36, 556–563. https://doi.org/10.1016/S0092-6566(02)00505-6 First citation in articleCrossrefGoogle Scholar

  • Peat, J. (2001). Health science research: A handbook of quantitative methods. Sydney, Australia: Allen & Unwin. First citation in articleGoogle Scholar

  • Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163. https://doi.org/10.2307/271063 First citation in articleCrossrefGoogle Scholar

  • Raskin, R. N., & Terry, H. (1988). A principal-components analysis of the Narcissistic Personality Inventory and further evidence of its construct validity. Journal of Personality and Social Psychology, 54, 890–902. https://doi.org/10.1037/0022-3514.54.5.890 First citation in articleCrossrefGoogle Scholar

  • Tabachnick, B. G., & Fidell, L. S. (2013). Using multivariate statistics (6th ed.). Boston, MA: Pearson. First citation in articleGoogle Scholar

  • Thomas, K. M., Yalch, M. M., Krueger, R. F., Wright, A. G. C., Markon, K. E., & Hopwood, C. J. (2013). The convergent structure of DSM-5 personality trait facets and Five-Factor Model trait domains. Assessment, 20, 308–311. https://doi.org/10.1177/1073191112457589 First citation in articleCrossrefGoogle Scholar

  • Tran, U. S., Bertl, B., Kossmeier, M., Pietschnig, J., Stiegerm, S., & Voracek, M. (2018). “I’ll teach you differences”: Taxometric analysis of the Dark Triad, trait sadism, and the Dark Core of personality. Personality and Individual Differences, 126, 19–24. https://doi.org/10.1016/j.paid.2018.01.015 First citation in articleCrossrefGoogle Scholar

  • Viroli, C. (2012). Package “FactMixtAnalysis”. Retreived from https://cran.r-project.org/web/packages/FactMixtAnalysis/index.html First citation in articleGoogle Scholar

  • Wilson, D. L., Frick, P. J., & Clements, C. B. (1999). Gender, somatization, and psychopathic traits in a college sample. Journal of Psychopathology and Behavioral Assessment, 21, 221–235. https://doi.org/10.1023/A:1022825415137 First citation in articleCrossrefGoogle Scholar