Narrative Connection
How these two moments in the story relate
Why These Connect
The narrative assertion
"Vaughn’s learning of the Cyberman countdown in E16 directly causes his urgency and desperate confidence in E17, where he refuses to halt the invasion despite the Doctor's warning."
inferred by llm_cross_episode_character
Why This Matters Across Episodes
The longer arc this connection carries
The countdown established in E16 (and shortened in E17) creates pressure on Vaughn to finalize the invasion, which he pursues relentlessly despite mounting evidence of its flaw. This causal link drives his fatal overconfidence and refusal to retreat.
About Causal Connections
A directly causes B. The first event sets forces in motion that produce the second. These are the load-bearing connections of plot--remove one and the story structure collapses.