HK transit to Guangzhou; VISA for HK?

I want to take the High Speed train from Hong Kong to Guangzhou and wonder if I need a visa for HK?
I arrive at Hong Kong airport and I do have a business M Visa for China and do not want to re-enter HK, because I am flying out of Shanghai 7 days later