Since you don't know her feelings, the only way to find out is too woo her. See her reaction. If you feel her resistance increasing gruadually, then it means she is not interested in you. After a period of courtship, if all along she is just shy to admit, she will slowly warm up to you. If you don't try you will never know.
Good Luck.