David clicked the link, heart hammering against his ribs. "Student Essay Spotlight: 'Uncharted Territory.'" His essay about his solo backpacking trip through the mountains. He had bared his soul for this essay, which was not how things worked in his family.

He stared at the words, suddenly feeling exposed. The admissions office was calling him courageous. He laughed, a short, brittle sound. He had been terrified.

He read the analysis: "An example of a growth mindset." He'd stumbled, he'd gotten lost, he'd almost given up. But he didn't. He felt a deep surge of something, like a well of water rising to the surface. It was a strength he never knew he had.

He sat straighter in his chair. He was the only person who knew what happened in those mountains.

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