Hill was born in Lone Tree, Oklahoma, the youngest of the 13 children of Albert and Erma Hill, who were farmers.[4][5] Her family came from Arkansas, where her great-grandparents and her maternal grandfather, Henry Eliot, were born into slavery.[6] Hill was raised in the Baptist faith.[4]