Our gold standard data set is relatively small, so supervised learning that relies entirely on manually labeled data may not have sufficient coverage to perform well across the human need categories.
the AffectEvent dataset contains a very large set of events that were extracted from the same blog corpus, but not manually labeled with affective polarity.