Picture of heliotrope flowers. Heliotrope flowers are among the most fragrant in the garden. As you can see in this photo, the butterfly clinging to the bottom of the heliotrope flowers quite agrees! The name, "Heliotrope" comes from the Greek and means, literally, "turns to the sun."