There kind of are ConceptNet embeddings. They weren't called "embeddings" when they were released, because it was 2008 [1]. Here's an example: http://conceptnet5.media.mit.edu/data/5.4/assoc/c/en/knowled...

We dropped working on those embeddings for a while because retrofitting was more effective. But we may have found a way to use the ConceptNet embeddings again, to improve languages besides English beyond what retrofitting is doing.

[1] http://dspace.mit.edu/handle/1721.1/51870