The blood in Marco's veins seemed to boil. He slammed the notice down on the counter, the force rattling the chipped mugs. "Unacceptable," he muttered under his breath. The arrogance of it all! Rent always paid, building always improved by him.

He slammed his fist on the counter. He went out, bought a new lock for his front door. The old one felt flimsy now. He spent the rest of the day in his garden. He weeded with a savage intensity, pulling the unwanted growth with brutal efficiency.

He would make them regret this. Every single one of them.

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