I would be very surprised if a simple bag-of-words approach works in this case. Intuitively, it's not the presence of certain groups of words that's important, it's something much more subtle and structural. Something that might be promising (and I'm being very handwavy here) is to discover 'template' sentence structures, as well as the particular words that populate those templates that result in TWSS.