He stumbled upon the wallet in the alleyway, the dim light catching the gleaming leather. John was a security guard who worked long shifts, barely managing to scrape by. The contents promised liberation, an escape from his tedious routine.

He could buy a boat. Go fishing. Finally, experience the world. The possibilities were endless.

But the face of his partner, the oath he took to serve and protect, surfaced in his mind. He looked toward the city, and began walking toward the precinct. He knew what he had to do.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444