Sue Paterno, who is known for doing early morning laps at the pool, is said to be saddened by the rejection.
University officials, however, said they are unaware of any directive barring her from the facility.
Her husband, Joe Paterno, was fired earlier this month after child sex abuse charges emerged against former Defensive Coordinator Jerry Sandusky.