In this sentence, “begin” is an infinitive functioning as an adverb.
A verbal is a verb form that is functioning as another part of speech. It can function as a noun, adverb or adjective. In this case, the verbal “begin” is modifying the verb phrase “were hoping”. As all single-word adverbs, infinitive adverbials can only modify verbs.
