**MOTIVATION** Early NLP-based approaches such as<cite> Bramsen et al. (2011) and</cite> Gilbert (2012) built systems to predict hierarchical power relations between people in the Enron email corpus using lexical features from all the messages exchanged between them. One limitation of this approach is that it relies solely on lexical cues and hence works best when large collections of messages exchanged between the pairs of people are available.