I feel guilty for my girlfriend.?

Aww, such a sweet question. Just the fact that you asked this proves to me that you're not taking advantage of her. You really care about her, and apparently she really cares about you. As long as you know she is okay with your cravings and you return the favor, trust me, you're fine. And sweeter than most guys I've dated. Best of luck to you both :)