"As on critique I read some years ago said, atheism, still has not defined itself beyond the opposite of, or negative to a belief in a deity."

Um, that's because that's all atheism is. Atheism isn't a religion, isn't a belief system or a philosophy or a brand. It is simply and literally a lack of belief in a deity. For some reason that fact is incredibly difficult for some religious people to understand.