Disclosed are platforms, systems, media, and methods for implementing a methodological framework for automatically categorizing and summarizing emotions expressed in social chatter by using a “knowledge base” of emotional words/phrases as an input to define a distance metric between conversations and conducting hierarchical clustering based on the distance metric.