Yes, I have done simpler text-generator. Using just one GRU or LSTM it works fine with the Shakespeare dataset, but I added more data and the model needed more complexity to learn so I added another layer and there is where my problem started. I insist, is with the two GRU where my problem is. I just want to know how it is supposed to be implemented  the new GRU layer.