[alexbw]

Poked around the word cloud, but the output of the clustering doesn't seem to many any sense to me.

"boat" is by "scarecrow", "adopted", and "feelings"

"window" is by "insulted", "prize" and "arson"

Rotating around the word-in-question didn't pop up any more similar words.

t-SNE is known for producing immediately interpretable clusterings, but this seems a bit obscure.