My neck is painful is incorrect. 'Painful' is an adjective to describe a noun that inflicts pain (a painful punch, a painful situation), whereas 'hurt' is a verb describing the action when a noun suffers from pain (my hand hurts, my head hurts). For instance, 'my head *hurts* because I have a very *painful* headache'.