Ah.
In this case, abort. Or if you want to take the leap, just spend a bit of time alone with her. Just as friends. Do not give anything away. Say, catch a movie or something you both enjoy doing.
Hell, who am I kidding? You suck at concealing it when you subconsciously flirt. Just do your best to not give it away.