International Transfer with domestic stopover at Beijing Capital Airport

I have a flight with the following itinerary:

JFK to PEK to FUK (Japan) with a stopover in Dalian.

This is all with Air China. I assume I can use the 72 hour transit visa to do this flight.

Could you please confirm that I need to go through immigration in order to catch the domestic flight to Dalian?