The aroma of freshly brewed coffee did nothing to soothe the tension in the air. The two architects stood shoulder to shoulder, staring at the blueprints. Their design for the new city library. The designs were the same.

He ran a hand across his beard, a gesture he often did when he was confused or annoyed. It was supposed to be a triumph. A chance to show his skills. Now? He felt betrayed, cheated.

He wouldn’t just let it go. He had a reputation, a legacy to uphold. He would fight for what was his.

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