Hare was born at his grandfather's house in Noblesville, Indiana on November 7, 1864. His parents were Marcus L. Hare and Julia A. (Haines) Hare, who resided in Indianapolis. Hare was raised in Indianapolis and attended the city's public schools including Shortridge High School.