I want a train from Shanghai to Beijing but stop over somewhere during that trip? Possible?

I want to catch a ride from Shanghai to Beijing but would like to do it stopping somewhere in between to look around. Is this possible? Where would you suggest?
I am happy to do it in either a day and lock our luggage in a railway station locker if possible or do an overnight stay somewhere.
All suggestions very much appreciated. It will be early December.