The crazy thing is that people go through this experience and want to do it again. A failed startup leaves you burned out, emotionally wrecked, and financially crippled. Why take another ride on that roller coaster? Pride? Status? Money?
You also get to work for something you care about.
And yes, there's the possibility of high financial rewards, but that's unlikely.