He paced his tiny apartment. The student newspaper had a section titled "Applying the Right Way" and his words were staring back at him. It was a piece about overcoming a stutter. He’d crafted it to reveal his core. A core that was now being showcased to an auditorium of other people.

His palms were slick with sweat. He went back to the kitchen and grabbed a beer. *It's just an essay,* he told himself. But the words that he was so meticulous about weren't just words; they were his truth. He had to face his fear, and make an attempt to find his confidence.

He opened the article again. Beneath his words were snippets of advice: "Emphasize your ability to persevere!" It felt weirdly distant. This wasn't some academic exercise; this was his story. He felt a surge of something—a feeling that was close to pride, but tinged with a raw, almost violent protectiveness. He would embrace this. He would face anyone who tried to take this away from him.

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