You’ll need something to break down the pepper oil. Dish soap works better than hand soap, and if that’s still not doing the trick, try using milk, yogurt, or sour cream. Other people swear by rubbing alcohol or baking soda pastes, but in my experience, yogurt or sour cream usually works.