The list, tucked inside her partner's favorite book, was a punch to the gut. "Quit my job and travel the world." Sarah’s neat handwriting was filled with unfulfilled dreams. She had never said a word to me about any of these. Now, a cold determination filled her.

She marched into her own office, an office she despised, and slammed her resignation on her boss's desk. The man spluttered, but she just gave him a thin smile. "Effective immediately," she stated, and without a backward glance, she walked out. She'd get her own list.

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