How to be social without attracting unwanted attention?

How to subtly make people understand that you are not interested to do certain stuff without making a big deal?

Do you have to prepare beforehand if you don’t want to be around certain people? I don’t want to always say no vocally upfront, I just want mostly to say no with my body language.