Pretty much everyone is under the impression that he or she is conscious, and yet we can't really empirically test for consciousness.

If contentiousness doesn't exist how can we empirically test for anything? Empiricism is based on using past observations to predict future observations, it becomes meaningless if there's nothing there to do the observing.