The Nittany Lions seemed to find an equalizer in the 88th minute before a last-second free kick goal from the Trojans.
The Penn State gymnast dedicated his performance to men's gymnastics, dancing to "Seven Nation Army."
Mieke Schiemann, Kaitlyn MacBean, and Ginger Fontenot all ranked in the top 100.
The Nittany Lions have been ranked No. 12 for four straight weeks.
Alyssa Machado and Lyndie Lobdell grabbed Forward and Defensive Player of the Week, respectively.
Penn State was strong in the first half but could not fight back after a three-goal quarter from Ohio State.