Moye's strong showing helped Rochester finish fourth in the team standings.
"I'm happy," Moye told the Beaver County Times. "This is a good way to end my high school career."
Moye will play wide receiver with the Nittany Lions after primarily playing running back in high school. He is obviously extremely fast for his size (6-foot-5, 185), but may have to redshirt as a true freshman at Penn State in order to add a bit of bulk to his frame.
Moye will play in the Big 33 Classic in Hershey, Pa., June 16.