The conspicuously missing area under the oval office is the president’s evacuation/bomb shelter area with underground connections to the various tunnels used by the Secret Service to move around in secret (or just in a hurry).

Supposedly the tunnels under there connect pretty damned far. It’s like… The forbidden tour haha.