My other thought is that it might have worked better had the roles been reversed. Rather than Anakin being the chaser, and Padme being the voice of reason, it should be the opposite, with Padme almost being a temptress. So then the main conflict wouldn't be "she loves me, she loves me not," but it actually would be, "Do I go with my feelings, even though I know I shouldn't, or do I act on them?" And, like Padme did in the actual movie, he should reject her on logistical grounds but have his decision inwardly torture him for the remainder of that storyline. But once again, there's no conflict the way it is now. Anakin doesn't have to make a choice. He's already made it when he sees Padme in his very first scene in the movie. The only conflict is getting her to feel the same way.
And, of course, I always have to wonder what in the world Lucas was thinking when he set up this love story as an encounter between a 14 year old girl and a 9 year old boy?! I can live with the five year age difference, but I find it hard to believe she would have fallen for him when her earliest memories of him are of him running around yelling, "Whee!"