Justine Felix Rutherford grew up on a farm in Spurlock Creek, West Virginia. She went to Milton High School in Milton, West Virginia, and attended Marshall University in Huntington, WV, becoming an nurse in 1962 and retiring from St. Mary's Hospital in 1986.