The direct object is used after transitive verbs with which it is closely connected as it denotes a person or thing directly affected by the action of the verb. It is used without any preposition.

Again I moved my head negatively. (Braddon)

Thus, if a transitive verb takes only one object expressed by a noun or pronoun without a preposition, it is always a direct object.

I help my brother in his work.