The significance of this result is two-fold. First, it means that oxidation is always in a similar direction in the embedding space. Explicitly, that means its opposite, reduction, must be in the exact opposite direction. Second, it is apparent that the embedding space is organized based on chemical composition; The removal of hydrogen is colinear in the embedding space. Later, we will quantify that observation using a proposed replicate model of the embedding space based on neighborhood composition. This replicate model will map all the trajectories of compositional changes for the embedding (adding carbons, removing nitrogens, ... etc), up to several bonds away.