This is problematic because word-based features such as unigrams and bigrams, which are very frequently used, are highly likely to pick up on differences in topic (Schler, 2006) and possibly perspective.
in cases where linguistic style variation is specifically of interest, these features do not offer good generalizability (Gianfortoni et al., 2011).