carrot cakes do not taste like carrots much, if at all. while carrots are present in most carrot cake recipes, their taste is suppressed by other, more dominant flavors. the taste of the cream cheese frosting, spice mix, and other fruits and nuts are all more prevalent than the actual carrots.