Keep in mind that the different red velvet box cake flavors come from cocoa powder, vinegar, and buttermilk. Unfortunately, several red velvet cake recipes use only two or one tablespoons of cocoa powder. As a result, it gives no chocolate flavor. So with that, a true cake has a slightly acidic flavor and distinct chocolate flavor.