As an atheist, I look to science to answer the questions of the universe. Do I believe in evolution ? Of course I do. That's like asking someone if they believe in gravity.
However I can't say that it's what all atheists believe. The only thing that an atheist has to have in common with another atheist is a lack of belief in a god or gods. What they think and feel aside from that is as diverse as you can get.