The note read, “Mr. Thompson, you are now part of Security.” He crushed the thin paper in his hands. Security? After building the company's website? The absurdity was overwhelming.

He reported to his new station, but did not don the uniform. He leaned against the wall, arms crossed, observing the flow of people and the rhythms of the building.

When asked to check the security logs, he merely shrugged. When his supervisor spoke, he simply tilted his head, his face an impassive mask. He was a barrier, an obstacle.

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