hairy spurge hai·rys·purge uncommon noun 1. much-branched hirsute weed native to northeastern North America Synonymshairy spurgeEuphorbia hirsuta Related words Broader terms spurge Parts Euphorbia WordNet 2.1 (Princeton University). WordNet 2.1 Copyright Princeton University. All rights reserved.