72 hours transit in Guangzhou

Hi, we are flying from London to Auckland via Guangzhou and would like to stop for 48 hours in Guangzhou using the 72-hour visa-free transit. Can we go to Hong Kong during our transit? We will go back to Guangzhou to catch our flight back to Auckland.
Thank you.