Please help!

I'm looking for the name and artist of a song whose lyrics I partially remember... I can't seem to find this information anywhere else, your help would be greatly appreciated!

Female vocalist, song opens with

"Sometimes you see her / and you can't look away / you just can't help it / being held in this way"

and the bridge is

"It's a big old house and there's not much room but there's nothing that I wouldn't say to you"

and the chorus includes

"be my valentine"

Thanks for any/all help!

"Valentine" by Small Factory

P.S. There is another version of this song, sung by Lois Maffeo.