I'd also consider shoujo's like Boys Over Flowers and Fruits Basket to a lesser degree to be in that area. Boys Over Flowers is similar to Ouran Host Club in set up and Fruits Basket has all the cute boys that anyone could want, although neither is technically a reverse harem.

I've heard of Amnesia and actually tried to watch it though I never got through the first episode. Loved the character designs though.