Drew Conway talks about why word clouds don’t work (space based display of non-spatial data is how I would summarize it, but see for yourself).
He then proceeds to create a comparative word cloud. Palin and Obama on the Arizona shootings.
I include this post here as a caution that space based clustering can be mis-leading if not outright deceptive.