Described the development of the Mental Health Inventory, a measure of psychological distress and well-being, which was fielded in four large samples having different characteristics (N=5,089). Results provided strong psychometric support for a hierarchical model and scoring options ranging from five distinct constructs to reliance on one summary index. (LLL)