I built a visualization to explore embeddings a few years ago, but never posted it more broadly. So here it is! http://blog.echen.me/embedding-explorer/

These are GloVe embeddings projected into 2D, colorized via k-means in the original space.

You can see, for example, that the cluster in pink …