He found it wedged under the mattress: "Ride a mechanical bull." Mark scoffed. His wife, Sarah, had always been a city mouse, more likely to faint at the sight of a cow than ride a bucking bronco. But there it was, in her handwriting, a list of things she wanted to do before... before what? He didn't know and, frankly, didn't care. A strange energy coursed through him.

He drove straight to the nearest honky-tonk, the AC blasting a hurricane of frigid air as he navigated the crowded highway. He ordered a double whiskey and surveyed the scene: sweat-soaked men, the deafening music, the overpowering smell of stale beer. He would show her.

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