  Using geometric data analysis, our objective is the analysis of narrative,
with narrative of emotion being the focus in this work. The following two
principles for analysis of emotion inform our work. Firstly, emotion is
revealed not as a quality in its own right but rather through interaction. We
study the 2-way relationship of Ilsa and Rick in the movie Casablanca, and the
3-way relationship of Emma, Charles and Rodolphe in the novel {\em Madame
Bovary}. Secondly, emotion, that is expression of states of mind of subjects,
is formed and evolves within the narrative that expresses external events and
(personal, social, physical) context. In addition to the analysis methodology
with key aspects that are innovative, the input data used is crucial. We use,
firstly, dialogue, and secondly, broad and general description that
incorporates dialogue. In a follow-on study, we apply our unsupervised
narrative mapping to data streams with very low emotional expression. We map
the narrative of Twitter streams. Thus we demonstrate map analysis of general
narratives.
