The traditional Cherry Genoa Cake is a dense and delicious treat. It's been a favorite for a long time. To make it, you mix butter and sugar. Then, you add eggs, flour, and baking powder.Mix in almonds, almond extract, and milk. Spoon the batter into a tin. Top it with cherries and bake it until it's just right.