bitter pea bit·ter·pea uncommon noun 1. any of several spiny shrubs of the genus Daviesia having yellow flowers and triangular seeds; Australia Synonymsbitter pea Related words Broader terms shrubDaviesia WordNet 2.1 (Princeton University). WordNet 2.1 Copyright Princeton University. All rights reserved.