He heard the news from his roommate, a blubbering mess of a man. "Dude, they're closing the school! We're screwed!" Mark barely glanced up from his video game. "Yeah, yeah," he grunted, expertly dodging a laser blast. What did it matter? He’d only been here for a year. He'd transfer. He’d do whatever he needed to do.

The campus was a flurry of frantic students. Packets of flyers were being handed out, protests were being planned. Mark ignored them all. He marched into the Registrar's office, hands jammed in his pockets. He wanted his transcript, now. The woman behind the desk, her face etched with exhaustion, gave him a form. He snatched it, not bothering to meet her gaze.

He went back to his room and crammed his books into a box. He would find another school. A better school. One that appreciated his talents. The university closing didn't change anything. Absolutely nothing. He wouldn't show any weakness. He would not be affected.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349