A Magical Forest Floor “Tea Cake”. This Lemon Balm Cake with Vanilla Bean Buttercream is the perfect dessert if you love tea or are drawn to flavors like Matcha! It’s bright, fresh, and sweet. The cake itself is a buttermilk pound cake. It is not overly sweet and pairs lovely with tea. The icing is