I am likewise atheist and I have spent half a decade thinking about meaning. It has nothing to do with religion or God, though some find their meaning there.

I’m not trying to be snarky, but you should read more philosophy. Everybody asks about meaning at one point in their life, and find themselves woefully unprepared.