“So, you’re saying I copied?” Clara’s voice was icy. Her fingers tapped a staccato rhythm on the worn tabletop. The cheap desk wobbled under the pressure.

The head of the English department sighed, pushing a stack of papers away from him. He adjusted his glasses, peering at her over the rims. “The similarities are…striking, Ms. Ramirez.”

Clara leaned back, her chair scraping across the linoleum floor. The metal leg left a long, angry scratch. A vein pulsed in her temple. She would not back down. Not now. Not ever. She would show them.

She felt a flicker of heat across her skin. They could think what they liked. She wasn’t budging. She wouldn't let them win.

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