Harvey grew up in Hastings, Florida. He attended Pedro Menendez High School, where he played linebacker as a senior, recording 131 tackles, including 49 solo stops, four sacks and three forced fumbles as a senior. Harvey was named first-team all-state by the Sun Sentinel and a Class 5A Elite all-state team member.
