I think the room (and building) of Cafe La Boheme are really romantic and sumptuous. It's in the heart of West Hollywood, just EAST of La Cienega (so out of the "bar zone" between Robertson and La Cienega):
http://sites.calendarlive.com/cafelaboheme/1.html