Deverbal noun: "He was expelled for [his wanton killing of the birds]." Now it takes a determiner (his), adjectival rather than adverbial modification (wanton), noun-like complementation (an of-phrase rather than a direct object), and inflects like a noun (his wanton killings is grammatical). It is a noun.