stupid genius Share definition Flag An immature over-achiever who is the valedictorian at his high school but doesn't act his rank. He is the reason God gets drunk on weekends. WTF are you doing you stupid genius!! stupid genius by mrkevinster November 24, 2010 Get the stupid genius mug.