The air in the cramped apartment was thick with the scent of old books and something faintly floral. Alex reread the words, his grandmother’s elegant script a stark contrast to the aggressive language. Her resignation letter to the publishing house, accusing them of censorship and suppressing diverse voices. He’d always pictured her as gentle and refined, a woman who prized harmony above all else. This letter, though, revealed a different side. He smiled. He wasn’t sure why, but he felt a distinct surge of something within him, a refusal to bow down to anyone or anything. He would read it again, and again, and again.

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