I am not sure if what you are really feeling is love since you don't know much about her yet. You may love her hair, body,smile, the way she carries herself etc. but it's hard to love someone who you barely know. That being said, I would give it a try again, but have the date at a place where you won't have to do much talking, maybe a movie or a ball game, or something like that where you can just say a few words here and there if necessary. If she accepts the invite, then chances are, she likes you too. Don't overdo it!
'Tis better to have loved and lost than never to have loved at all. Alfred Lord Tennyson