The story
The texture of the downy hairs is supposed to resemble flannel.
Etymology from Wiktionary, CC BY-SA 4.0.
flannel flower
Today it means: Actinotus helianthi, an Australian flowering plant whose stem, branches and leaves are pale grey and covered in downy hair. Full definition →