Larson was born in Hartford, but has spent most of his life in nearby East Hartford. He grew up in a public housing project. He was educated at East Hartford High School and Central Connecticut State University. He worked as a high school history teacher and an assistant athletics coach at George J. Penney High School (later Penney High merged with East Hartford High School).