A wave of exhaustion washed over Mr. Henderson. The school year had been a marathon, and he felt every single mile. He sank into his chair, ready to face the mountain of papers yet to be graded. A knock at the door startled him.

A young woman stood there, her face radiant. "Mr. Henderson? Remember me? Sarah Miller?"

He racked his brain, then the memory clicked. Sarah, the troubled teenager who'd faced so many challenges. Her smile widened as she handed him a small, ornately wrapped box.

He carefully opened it. Inside, a silver pocket watch, etched with his initials. He felt his shoulders straighten. He remembered the long talks, the pep talks, the times he fought for her.

The watch felt heavy in his hand. It wasn’t just a gift; it was a testament. He felt the weight of responsibility lift, replaced by a surge of purpose. He straightened up further and cleared his throat; he had emails to answer.

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