The simplest way to visualize the meaning of a word w embedded in a space is to list the most similar words to w by sorting the vectors for all words in the vocabulary by their cosine with the vector for w. For example the 7 closest words to frog using the GloVe embeddings are: frogs, toad, litoria, leptodactylidae, rana, lizard, and eleutherodactylus (Pennington et al., 2014).