What is state of all nRF5340 pins when reset pin is held low?

Answer

When reset pin is pushed the pin behavior is undefined, it may be output or floating. It is not much that can be done about this other than ensure that the pin reset is pushed for a short period of time as possible, for instance >0.2us is sufficient to ensure a hardware reset.