Forgive me if I'm remembering this incorrectly, BUT, in the book I seem to remember she was in his lap in that scene, and he had a physical 'reaction' that left little doubt that he was attracted, er aroused, by her.
Even in the show, after she pulls away from him, she gives a glance downward.