What type of noun is confused?

The Word 'confused' is the past participle, past tense of the verb to confuse. The past participle of the verb is also an adjective (a confused plot).

The noun forms for the verb to confuse are confusion, and the gerund, confusing.

The nouns confusion and confusing are uncountable, common, abstract noun.