The Collaborative International Dictionary of English v.0.48:
Forlornly \For*lorn"ly\, adv. In a forlorn manner. --Pollok. [1913 Webster]WordNet (r) 3.0 (2006):
forlornly adv 1: in a forlorn manner; "a single chicken was scratching forlornly in the yard"