The noise was like an invading army. David, a man of quiet habits, felt his blood boil. He’d had enough. He walked outside, a small notebook in his pocket.

He approached the construction site and, in a loud, clear voice, began to read aloud from a local ordinance about noise restrictions. He paced back and forth, reciting each line with painstaking detail.

The workers paused, listening. He did not falter, and he did not break eye contact. He would not yield. He was the guardian of his own peace.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444