A slow, burning anger spread through her as she listened to the other presenter. Her work, her ideas, her entire project, stolen and repackaged. The room felt stifling. Her mouth was dry. She gripped the edge of the table so tightly, her knuckles were white.

She'd spent years perfecting her product, a revolutionary invention. The other person had been given the exact same resources and had replicated her efforts.

Her gaze hardened. They thought they could silence her? They were wrong. She would make them regret this.

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