RE: Besides, you could just openly ask them if they are and judge their reaction.

In the case of friends who are mostly transparent to us, this may work. In the case of the practiced liar, it may not. They can fool even a lie detection device, as they have no sweaty palms, elevated or irregular heartbeat. etc.