He cracked his knuckles, the sound sharp in the otherwise quiet room. The letter, penned in a surprisingly elegant script, felt heavy in his hands. It was from his former mentor, the man who had stolen his research, and destroyed his career. A coldness settled over him. He walked to the fireplace, grabbed the poker, and stared into the empty hearth. He knew he should feel something, forgiveness perhaps, but all he felt was a vast, hollow emptiness. He slammed the poker against the brick of the fireplace and then dropped the letter into the grate.

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