Yes, that on top of everything else.

You know, now that I think about it, there isn't any real indication that any angel in the Supernatural universe feels sexual attraction.
Anna was reborn human. The only angels who showed any interest in sex while being full-fledged angels were Gabriel and Balthazar. But that doesn't necessarily mean they ever experienced sexual attraction, does it? Maybe they just thought it was hilarious.