Narrative Connection
How these two moments in the story relate
Why These Connect
The narrative assertion
"The Doctor's revelation that Vaughn is betraying the Cybermen because of their emotional circuits directly leads to Vaughn's forces firing on UNIT personnel in Episode 17, showing Vaughn acting on the Cybermen's inevitable counter."
inferred by llm_cross_episode_character
Why This Matters Across Episodes
The longer arc this connection carries
Vaughn's desperation to maintain control after learning the Doctor's plan about emotional circuits directly causes the ambush in Episode 17, linking the cognitive shift in Episode 16 to physical aggression in Episode 17.
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.