The cramped confines of the boxing gym amplified the silence. The stale scent of sweat and leather hung heavy in the air. Coach Diaz stood before us, his face grim. The stakes were high.

He began the announcements, his voice echoing in the space. Each name was a step toward clarity, or towards disappointment. I listened closely, my heart thrumming in my chest.

When a talented young fighter, Marcus, was cut, I felt a surge ofโ€ฆ well, it felt like something. I watched the kidโ€™s face โ€“ a mix of shock and utter defeat. It was obvious he had been working so hard.

I knew, without a doubt, that I had to do something. So, I walked over to the coach and shared my thoughts.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444