Chronic pain represents a major challenge in internal medicine due to its persistent nature, heterogeneous presentation, and frequent dissociation from identifiable tissue damage. Contemporary evidence indicates that chronic pain should be conceptualized as a multisystem condition sustained by interacting mechanisms of peripheral sensitization, neuropathic remodeling, and central sensitization, rather than as a linear extension of acute nociception. This narrative integrative review synthesizes key findings from pain neuroscience, clinical research, and contemporary classification systems to examine how these mechanisms contribute to pain persistence, symptom amplification, and functional impairment. The analysis highlights the clinical relevance of pain phenotyping—nociceptive, neuropathic, nociplastic, and mixed—using observable clinical features commonly encountered in internal medicine practice. Patterns such as widespread pain, disproportionate symptom intensity, sleep disturbance, fatigue, cognitive complaints, and autonomic manifestations are discussed as indicators of central-dominant mechanisms. The review further explores how differential therapeutic responsiveness across phenotypes supports a mechanism-based approach to management, emphasizing the limitations of uniform analgesic strategies and the value of interdisciplinary care, including pharmacologic modulation, rehabilitation, and pain education. By integrating mechanistic understanding with diagnostic reasoning, this review provides an educational framework aimed at improving clinical decision-making in internal medicine. Recognizing chronic pain as a condition with modifiable neurobiological drivers supports more individualized, effective, and patient-centered care across diverse healthcare settings.