"Acquired." The word, in bold Arial font, burned on Sarah's screen. She felt a surge of heat, a flush rising in her cheeks. The company she had helped build, the place where she'd felt truly valued, was now fodder for a corporate machine.

Her breathing quickened. She got up from her chair and walked toward the water cooler. She needed to do something, anything, to release the tension. She poured a glass of water, and then poured the entire glass over the head of the company picture.

She would make their lives a living hell. She would find every crack in their armor. She would be the most difficult employee they had ever encountered.

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