At work I am surrounded by complainers. How can I maintain my own peace in this sort of atmosphere?

It’s a small office and I want to keep my job. I have tried joking about it but it only quiets their complaints momentarily. I try to
ignore them, yet their attitude just seems to seep into my being.
I wind up in a bad mood or with a headache more often than I’d like to admit.