Actually, I think I remember an article claiming that having a startup does make entrepreneurs happy. It's everything else (income, social life, stress level) that gets worse for entrepreneurs when they start their own business.

Working for myself has definitely lowered my income, at least for the short term. But I'm fairly happy.