Stover was born on June 3, 2000, in Mansfield, Ohio, United States. He attended Lexington High School in Lexington, Ohio, where he excelled as a multi-sport athlete in football, basketball, and track. Stover was a highly rated recruit coming out of high school and committed to play football at Ohio State University.