The author did Leonidas so dirty. It felt like Apollo was toying with him rather than fighting. It was the equivalent of trying to get a knife out of a 12 year olds hand.
Ok so the golden star is basically preventing him from remembering. This is like getting into a relationship your crushes in a dream. And forgetting that immediately.