Love lies bleeding is one variety of this plant, associated poetically with immortality (8)
I believe the answer is:
amaranth
(Other definitions for amaranth that I've seen before include "Plant; purple colour" , "Type of cereal" , "Edible plant; purple" , "Fabled never-fading flower" , "South American cereal; purple colour" .)