Ultimately, visualization techniques fall short from giving a comprehensive quantitative grasp of the chemical syntax in the embedding space. We will quantify our observations of linear analogies by means of cosine similarities in high-dimensional spaces, which will provide a measure on how well two different vectors are mutually aligned (see next Section).