He’d always held a deep distrust for authority figures, a trait forged in the crucible of his own adolescence. Now, here he was, staring at the name on the classroom door: Mr. Henderson. The same Mr. Henderson who'd given him detention for, what, whispering in class? His jaw tightened. He wasn't going to let history repeat itself.

He found his daughter, Maya, already seated, eyes wide. He crouched down, meeting her gaze. “Everything alright, sweetie?” he asked, his voice deliberately soft, a stark contrast to the coiled tension within him. She nodded, but her small shoulders seemed to slump. He straightened, a protective instinct surging through him. He’d make sure she knew she didn't have to take any nonsense from this guy.

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