He stared at the irises, a deep purple, lying on the table. No note. Just them. He knew, despite any fear, what he had to do. The local wildlife sanctuary was on the brink of closure. They needed support.

He spent the next day making calls, compiling documents, gathering information. His fingers flew across the keyboard. He prepared a presentation. He would present a case to the local council. The sanctuary's existence depended on it.

Standing before the council members, his voice felt strong and steady. He knew this would not be easy. Still, he refused to show any sign of giving up.

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