Subsequent sentence representations, namely the plan vectors, are generated with the sentence-level LSTM in a sequential manner: The latent code z can be considered as a paragraph-level abstraction, relating to information about the semantics of each generated subsequence.
we input z at each time step of the sentence-level LSTM, to predict the sentence representation.