We use a combination of features extracted directly from the conversation turn, sentiment lexica and context.
we extract (a) the first word in the conversation turn, (b) bag-of-words features (binary flags and tf-idf scores), and (c) the root verb, and flags indicating the presence of exclamation, question marks and negation cues from (Morante and Daelemans, 2012) (other).