The screen blazed with the offending article. *Celebrated Scientist Develops New Cure for…* The name wasn't hers. It was *Dr. Silas Thorne*. Her chest tightened, her breath catching in her throat, a physical manifestation of her outrage. Dr. Thorne had never conducted these trials. She had.

She picked up her phone, dialing the university’s legal department, her fingers trembling slightly. She would expose Thorne. She had to. But first, she needed air.

She went out into the bustling city. The noise was a sharp contrast to the sterile quiet of her lab. The sounds of the city somehow gave her strength.

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