As global populations age and female longevity rises, traditional aging frameworks are being challenged by new realities of purpose, dignity, participation, and healthy longevity. This interdisciplinary analysis explores the evolution of aging theories from disengagement and activity models to contemporary purpose-centered approaches such as Ikigai, revealing critical gaps in modern gerontology, public health, labor systems, and aging policy within emerging longevity societies.