The old bookstore was his refuge. John loved the smell of old paper, the hushed whispers of other readers. In a used copy of *The Picture of Dorian Gray*, a note fell out. The letter, hastily scrawled, hinted at a desperate act and a hidden truth.

John felt a surge of electricity, a compelling need to understand. He was the one who could solve this. This author needed to be heard.

He took a deep breath and began to assemble all the facts. He would not rest until he had uncovered the truth.

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