I always have heard the goal of meditation is not to 'think of nothing' but if a thought enters your mind observe it and let it pass. By 'trying to not think of anything' you are actually thinking of doing just that.
Correct, the way to deal with thoughts and emotions during mindfulness or meditation is non-judgmental acceptance, not with opposing, denying, fighting.
