Rain lashed against the windows of the observatory, mirroring the tempest inside Leo. He shoved his hands deeper into his pockets, the cold seeping through his jacket. Professor Armitage, the one who’d cultivated his talent for ancient languages, was gone. Just a terse email, a link to a blog post about "embracing the quiet life." Leo wanted to smash something. He’d meticulously recreated the professor’s complex study, a shrine almost. Now, he kicked over the meticulously arranged stack of books, the scent of parchment and old ink filling the air. He wouldn't let this go.

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