Eating a whole cake can only be accomplished if you have enough guests, so storing the leftover geode cake in a fridge is a good idea. Keep the cake in the fridge for up to 7 days. Before you cut and serve the cake, take the geode cake out, and place it on your kitchen counter for an hour to two.