Sarah slammed the stapler onto her desk, the sudden noise echoing in the otherwise quiet office. It was a brand new stapler, one she had specifically requested when she'd started five years ago. Now, it felt like a weapon. The email from HR, accidentally forwarded to her by a clueless IT guy, had been the final straw. Mark, the intern, fresh out of college and barely able to string together a coherent sentence, was making more than she was.

Her jaw clenched. Five years! Five years of late nights, missed lunches, and taking on extra projects while Mark… well, Mark showed up, smiled a lot, and occasionally spilled coffee on important documents. She pushed her chair back, the wheels squeaking in protest. Leaving, she decided. Right now. She'd walk straight into her boss’s office and tell him exactly what he could do with his paltry salary.

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