Private First Class Stover was a member of Company A, 116th Engineer Combat Battalion, U.S. Army. He was listed as Missing in Action while fighting the enemy in Korea on May 5, 1953. He was presumed dead on May 6, 1954. His remains were not recovered. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.