Certainly there are fewer avowed female atheists. But I'm not so sure that there are actually fewer of us, especially if you make it clear that uncertainty without actual belief is athism. I'm always surprised how many sorta Christian women turn out to be culturally christian but atheists in belief.
If there is a god, I want to believe that there is a god. If there is not a god, I want to believe that there is no god.