Then your gecko is probably stressed. You should give it 2 weeks to settle in before handling it. It's in a new place with new smells, sounds, and sights. It doesn't need the added stress of handling.
Also, I'm not going to say you necessarily shouldn't put your gecko on your shoulder, but be careful. They will jump, even if that means several feet to the ground.
~Maggot