Janet was born on May 7, 1944, to Irene (Herr) and Konrad Whitmyre in Webster, South Dakota. She was the oldest of four daughters, with sisters Karen, Gwen, and Elaine. The family lived in several small communities in eastern South Dakota and western Minnesota while Konrad was a school teacher and served as school superintendent.