Die-hard powder can also be called brain powder. He just adores or likes a certain person or thing or a certain group to an unreasonable degree, so he is very excited to see a star and needs a shot in the arm to maintain it.
Fans, also known as groupies, refer to groups that worship a certain star or artist.