<human>:  Why do you have a hidden layer in the transformer model?
<bot>: The hidden layer is there to help the model learn. It’s a way of capturing knowledge in the model. It’s a way of getting the model to generalize beyond the training data. The model learns how to generalize to new words and sentences.