The Collaborative International Dictionary of English v.0.48:

Unbeloved \Unbeloved\
   See beloved.

WordNet (r) 3.0 (2006):

unbeloved
    adj 1: unhappy in love; suffering from unrequited love [syn:
           bereft, lovelorn, unbeloved]