Hathorn was a son of Richmond Yancey Hathorn (1858-1921) and the former Josephine Antoinette "Cennie" Borland.
Another daughter, Hilda J. Hathorn Fuglaar (1924-2001), the widow of Harvey Casper Fulgaar (1922-1975), died in Little Rock, Arkansas, at the age of seventy-six.