For a given task, this representation is supposed to provide a view of the input that highlights the relevant part that could be helpful for a correct classification in this task.
those intermediate representations should not be sensitive to task-irrelevant features that provide nevertheless strong signals to distinguish between the source and the target domains (yielding high PAD values).