Transiting Hong Kng for 48 hours. Want to visit Guangzhou

I am planning to travel through Hong Kong and am interested to meet with a contact in Guangzhou. My plan is to do a day trip through to the city using the direct train.
Do I need a visa from the consulate in Auckland before I leave or can I get this at the HK train station or the Guangzhou station?
Cheers
Bernard