After the Cepheid rebellion, they overcome their captor, and escape from the New Excavation area.
In escaping, they leave the gate open in the Test Tunnel on the Lower Level.
You now have entry to the New Excavation area on the Lower Level.
You can explore the area; you should look for any items you can pick up.