Any empath who has familiarity enough with it will acknowledge that, like any other thing you see externally, mistakes can be made. With empathy, those can go pretty deep, too.

That said, I’d no more discard empathy than I would vision, and I’m not fool enough to discard a sense just because I’m not always right about how I interpret it.