Tempeh goes through a fermentation process before it is packaged which can give it a slightly bitter flavor. When marinated in a sauce and cooked, this flavor is not as apparent but some people still notice it. You can steam your tempeh to help get rid of the bitterness. Simply place your block of tempeh in a small saucepan with water on the bottom, cover, and steam on medium heat for 10 minutes.