Rain lashed against the window of Leo’s studio, mimicking the storm raging inside him. He’d seen the photo online: a girl, maybe twenty, with his snarling wolf gracing her shoulder. His wolf, a creature clawed from the depths of his own anxieties, now a fashion statement. Rage, cold and sharp, cut through him.

He slammed his fist on the table. The canvas jumped, and a brush rolled to the floor.

He would contact her. He would demand… what? A retraction? An apology? He wasn't sure. But he would make sure she knew he was the originator.

He grabbed his phone. He would give his next piece away for free, and then paint a hundred more with the same wolf, but with a new edge. He would call it: 'Freedom'.

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