This kind of latent variable model is not only highly unstable but also tends to tell you more about the person interpreting the results than the data itself, e.g.: Chang et al., Reading Tea Leaves: How Humans Interpret Topic Models, http://umiacs.umd.edu/~jbg/docs/nips2009-rtl.pdf