Comment by tgv

This was called ontology or semantic network. See e.g. OpenCyc (although it's rather more elaborate). What you propose is rather different than word embeddings, since it can't compare word features (think: connotations) nor ambiguity, and the way to discover similarities symbolically is not a well-understood problem.