Mr. Henderson refused to grade the papers. The principal’s lecture about “classroom decorum” still echoed in his ears. He wasn't going to water down his feedback for their comfort, not after all his years. He slammed the student’s work back onto the pile.

A small box sat on his desk. No sender listed, just his name. His jaw tightened. He picked it up, then tossed it carelessly onto the floor.

Inside was a collection of vintage comic books, a shared love from one of his star students from years ago. A small note, "Still fighting the good fight?" He snorted. He'd show them. He swept the comics into the trash.

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