Pupaphobia is the specific phobia relating to fear of puppets, dolls, or marionettes. The term combines 'pupa' (related to puppet) with 'phobia' meaning fear. Puppets are the direct object of this fear, making it the correct answer. Machines, lakes, and cooking are associated with mechanophobia, limnophobia, and mageirocophobia respectively.