There is actually a flower that smells like chocolate. Cosmos atrosanguineus, aka chocolate cosmos, is a plant from Mexico that can grow up to about 24 inches high and has a maroon-colored flower. It's famous for it's chocolate-y scent, but don't be fooled. No part of this plant is edible.