Criminal behavior has been explained through multiple theoretical frameworks developed independently, including general personality models (FPI, Big Five, HEXACO), maladaptive configurations (Dark Triad/Tetrad, psychopathy), and criminogenic cognitions. However, integrated analysis of this literature suggests the existence of a common psychological architecture rather than distinct mechanisms. This narrative integrative review synthesizes empirical evidence regarding these frameworks in incarcerated populations, drawing predominantly on literature indexed in Web of Science and Scopus. The analysis identifies a convergent dispositional core—characterized by elevated aggression, emotional excitability, and psychological strain, alongside reduced conscientiousness, agreeableness, honesty-humility, and social integration—that largely influences behavior through mediating dynamic mechanisms such as self-efficacy, self-control, and criminogenic cognitions, expressed differentially through maladaptive personality configurations. The persistent heterogeneity of offender profiles and conceptual convergences across models support this same unitary structure. The findings propose a three-level integrative conceptual model that explicitly links these previously fragmented literatures, with implications for directing correctional interventions toward dynamic mechanisms rather than solely toward stable personality traits.