If you are interested in looking at the model in more detail, we (@harvardnlp) have uploaded the model features to LSTMVis [1]. We ran their code on amazon reviews and are showing a subset of the learned features. Haven't had a chance to look further yet, but it is interesting to play with.
[1] http://lstm.seas.harvard.edu/client/pattern_finder.html?data...