We investigate the chemical analogies in the embedding space with key reaction processes of increasing complexity that amount to all of the basic features of chemical reactions (adding/breaking bonds, one-step/multi-step). These reactions being 1) oxidation of alcohols/alkanes/alkenes, 2) diels-alder, and 3) hydrolysis of amides to carboxylic acids. While this set of reactions is definitely not exhaustive compared to the wide variety of reactions chemistry has to offer, it nevertheless is a balanced sample and will incur observations that can be easily extended to any reaction using the proposed methodology.