Yes, I am sexually aroused by her because she is an attractive woman, as I am aroused by a lot of attractive women.  I limit myself to sex with her because that was my marital pledge to her.  But let me be clear, I'm speaking purely about the sexual act, as opposed to, say, embraces and kisses, which might or might not involve sexual arousal.