Recognizing emotions in conversations is a challenging task due to the presence of contextual dependencies governed by self- and inter-personal influences. Recent approaches have focused on modeling these primarily via supervised learning. However, purely strategies demand large amounts annotated data, which lacking most available corpora this task. To tackle challenge, we look at transfer lear...