All the above-mentioned approaches of learning task-specific affective embeddings (Tang et al., 2014;Tang et al., 2016;Felbo et al., 2017) rely on tweets data obtained from Twitter, automatically labeled using emoticons.
tweets data do not generalize well to texts from other domains such as blogs, narratives, etc.