Although the output of the BLSTM network at a given time step is dependent on the whole input sequence, it is widely known that every output is more affected by the inputs at closer time steps in both directions.
a sentence-level sentiment can be deduced by comparing the average probability mass assigned to the positive class over all time steps with the average probability mass assigned to the negative class.