The present invention is a computer implemented system for analyzing text, for computing aspects of sentiment via chord transitions, such as prissiness, bombast and sarcasm via underlying multiple dimensions of sentiment, computing compassionate rhetoric via successive areas of sentiment in text, for automatically computing normalization of polysemous dictionary entries to provide lookup of meanings for text analysis of words and phrases, and for automatically computing the degree of theme interweave in text via computation of conceptual crossings of paragraphs.