I never think about my lack of belief until one of these discussions comes up.
Perfect! That's a healthy attitude, why should you define yourself by the things you don't feel strongly about? If your 'lack of belief' is no big issue for you then you are most certainly atheist. Perhaps not a vocal or militant one (why bother), but an atheist all the same.