The sun felt wrong, too bright. Michael, sitting on a bench on the quad, felt a tremor run through him. This was wrong. This was deeply, fundamentally wrong.

He stood up, shoving his hands in his pockets. He would not let this happen. He wouldn't allow them to erase his memories, his friendships, his future. He would not surrender.

He would contact every student he'd ever met. He would organize a sit-in, a protest, whatever it took. He started pacing, his mind racing, plotting his next move. He could not, and would not, be silenced.

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