I am a Nepali citizen and US permanent resident, will I get a visa at the airport?

I am traveling to Nepal and wish to have some Chinese experience.
I have a transit of over 9 hrs at Kunming on my way back to LA. Will I be able to enjoy China?
Will they grant me an entry permit to get out of the airport?
Please advise.