Is a full visa required to leave the airport during short stopover

I have a 6 hour wait between flights in Shanghai on the way back to NZ.
I thought I might take the train/Maglev into Shanghai
I am a NZ Citizen
Would it be possible to apply for a short duration visa in Shanghai?