The scent of stale coffee hung heavy in the air of the workshop. Maria ran a hand over the smooth, cold surface of the lathe, the machine that had become an extension of her own will, taught by Mr. Henderson. He had vanished, left behind his tools, his unfinished projects, his gruff, encouraging words. She felt a burning sensation in her chest, a need to dismantle something, anything. She yanked open the drawer where he kept his precision files and slammed it shut, the metal protesting. She wouldn’t believe it. He’d be back.

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