Transit for 19h stop over in Guanzhou airport

Hi, we will be travelling from Hanoi to London and have a stop over in Guangzhou airport for 19 hours. I have a Vietnamese passport and a UK permanent residency. Can I get out of the airport with a Transit without visa, since we want to stay in hotel outside the airport and visit the city quickly in the evening?

Kind regards,

Cam