How to incorporate noise Z into a LSTM-GAN?

Hello,
I am building a GAN based on LSTM which generates fake time series. How can I incorporate the random noise Z into LSTM? Should I use the random noise Z as the initial hidden state of the LSTM ?

Best Regards,