"So, Mrs. Evans, you were in my class?" Mr. Peterson's voice was polite, perhaps a little too polite. He sat across from him. David found himself scrutinizing the man, searching for the slightest hint of the rigid, rule-obsessed teacher he remembered. The man's words seemed hollow.

He leaned back in his chair, arms crossed, studying the man's expression. "Yes," he replied, his tone even, but his eyes narrowed. He could practically feel the ghost of a detention slip in his pocket. He was on guard, prepared for a fight, a challenge. He was not the boy who once quaked in fear of his teacher.

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