The air grew thick with the scent of stale perfume and rising panic. He, Michael, had taken a seat on the floor, legs stretched out. His coworker, Jessica, was alternating between pacing and hammering at the call button. He wanted out. He deserved to be out.

"Don't you think you should try and calm down?" Jessica asked, her voice cracking.

He looked at her, his expression a mixture of annoyance and something else she couldn't quite place. He stood up. He walked over to the control panel, then slammed his fist against it. Again and again. The metal rang with each blow.

He stopped, breathing hard, and turned back to her, an unreadable expression on his face.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385