Florence married into a family of athletes. Her husband, Al Joyner, is a retired triple jump Olympic medalist, and her sister-in-law, Jackie Joyner-Kersee, won multiple Olympic medals in the heptathlon and long jump and is considered one of the greatest female athletes of the 20th century.