Hong Kong train to Beijing to return to Hong Kong

I am working in Hong Kong and I have a valid visa to be in Hong Kong, but not in China. However, a dear friend of mine is staying in Beijing and I would like to visit for no more than 24 hours. Since I would likely be taking public transit to and from, would I be able to have a temporary stay permit? If so, where would I be able to get one?