Gerry and his twin brother, Richard L. "Larry" Griffin, were born on December 25, 1934 in Athens, Texas to parents Herschel Hayden Griffin (1903-1989) and Helen Elizabeth Boswell Griffin (1904-1947).
In the fall of 1952 Gerry entered the Agricultural and Mechanical College of Texas, now Texas A&M University, to study aeronautical engineering.