Certain adjectives, and sometimes nouns and verbs, or their synonyms, are almost invariably associated with positive or non-positive polarities.
for each adjective, noun or verb in a sentence, we use Word-Net 9 to identify the synonyms of that term and add the synonymous terms, attached with the 'SYN' tag, as features.