He was halfway through his shift at the coffee shop when a friend texted him: "Dude, your essay's on the admissions page!" Liam's hands froze mid-pour. The essay. "The Bridge of Broken Dreams." He'd written about volunteering at a homeless shelter.

He felt a familiar warmth spread through him, a feeling that had always helped him get things done. He pictured the faces of the people he'd helped, the way they'd look at him. He knew what he had done. He wasn't afraid.

He went to the website when his break started. It had become a lesson on empathy. He read the comments: "A compelling narrative of selflessness." He didn't feel selflessness; he felt duty. He felt the need to make things better. And yes, he thought, he'd done something difficult.

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