The brown sugar adds extra moisture to the banana bread as well. Eggs & Vanilla Extract: You'll be using a couple of eggs to bind everything together and some pure vanilla extract. Mashed Bananas: There's two cups of mashed bananas in this recipe for maximum banana flavor.