The CEO's announcement crackled over the intercom. "Please be advised..." It was the prelude to the inevitable. David turned off the speaker. He did not need to be told what he already knew.

He was a creature of habit. The routine of his day was sacred, a carefully constructed fortress against the chaos of the world. He got into work, he organized his documents, he sat down at his desk. And he *stayed* there.

The news had started rippling through the office, and the reactions had been predictably dramatic. People were scurrying, their eyes wide with fear, their voices trembling with uncertainty. He was immune to it. He was not going to be like the rest of them. He was not moving. He was staying put. He opened his computer, clicked on a spreadsheet, and began to work.

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