You are capable of creating a much closer relationship with someone who has a lot of authority over your life right now: either professionally or socially. All you need to do is spend more time with them. Ask them to lunch. Ask them about their life and their goals. Connect with them on a different level and you will make yourself stand apart from everyone else even more than you already do. Act more like their equal and less like their minion: it's been making them nervous!