"Absolutely not," Daniel barked into the phone. The agent on the other end, bless her heart, was persistent. "No interviews. No photographs. I don't care if it's 'celebrating my accomplishments.'" He ran a hand through his already disheveled hair. A biography? About him? It felt absurd.

He hung up, the silence amplifying the thud of his own heartbeat. The audacity of it! He hadn't built his company, weathered the storms of the market, simply to have his life dissected and put on display like some sort of prize pig.

He paced his office, the polished mahogany under his feet reflecting his agitated state. Every cell in his body vibrated with a refusal to yield. He would bury this book, financially, legally, whatever it took. He refused to let someone else control his narrative.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391