 Guilford was born on June 23, 1907 in Nashville, Tennessee.His father, Guilford Dudley, Sr., was a co-founder of the Life and Casualty Insurance Company of Tennessee.His mother, and Anne Dallas Dudley, was an activist in the women's suffrage movement in the United States.