“Great news!” the email began, a saccharine greeting that made Jane’s stomach churn. Sold. She felt a wave of nausea. The walls of her small cubicle seemed to close in around her. The company’s soul would be crushed.

She pushed her chair back, the plastic wheels squealing on the worn carpet. She refused to stay and watch. She grabbed her bag and walked out of the office. She'd send an email later, but for now she needed to be outside, to breathe.

She'd start her own company. She would take everything she learned here and build something even better, something they could never touch.

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