This is the question of qualia - and it's surprisingly intractable. Realize that in this context, I can't be sure that you are conscious, either. Arguments here will crash into solipsism in the end: you guys can never prove you're not just one of my dreams.

I think that was the ultimate point of the Turing test. We can't know for certain - so the best we can do is just ask.