The judge's ruling hung over Eleanor like a shroud. Her revolutionary water filtration system, designed to provide clean water to impoverished communities, was deemed a copycat. Her hands were ice-cold as she sat in the courtroom. She could feel the stares of the opposing lawyers.

As soon as the hearing was over, she rushed out of the courthouse. She started walking, not knowing where she was going. Reaching a small park, she sat on a bench, her gaze fixed on the dirty water in the pond. She closed her eyes for a moment. Then, she opened them, and a steely glint was visible in her eyes. Time to build something better.

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