Vicky refused to join the trek to the hills because he is afraid of heights.

In the sentence, the word 'heights' is the object of the preposition 'of'. Words that function as objects of prepositions and name things or concepts are nouns. 'Heights' here refers to high places or elevations as a concept that Vicky fears. Therefore, the correct word class is noun.