This may come as a shock to you, but everybody in the gym is so preoccupied with themselves, that nobody will even pay attention to you. Seriously. If I ever saw a fat girl in the gym, I never thought anything special of her, even back in the days when I had no weight problems myself.
It's not a stage, you know.