I don't have experience with this sort of thing yet, but I'm going through something similar. I don't think it would be unreasonable for you to ask to see their earnings. Both you and the start-up are making a large investment and deserve to know as much about the other as possible. The likelihood that they will be successful, considering you will be employee number 4/5 will largely depend on you.