The problem is really that the characters will all seem the same since it implies that they have the same motivations, and the same history... Etc
What I think really makes something like romance work is uniqueness - I'll let you figure that out.
Does this sound a lot like Masquerade: these masks we wear? A bit. Never joined that one, but I was around when it was made and know it got very successful