Does your DH ride or do spinning classes? It might not totally be the money that is bothering him. My DH sometimes gets jealous when I get to ride without him during the day, but my justification is that I am training so I can keep up with him when we do ride together (which is true).

If it is just the money that is bothering him, tell him it is an early birthday present to yourself! You deserve it