The sterile white walls of the dance studio seemed to close in around me as Coach Ramirez began to announce the final roster. My stomach churned. We had all poured our hearts and souls into these auditions.

I watched the other dancers, their faces a mix of hope and apprehension. Each name called was a victory, a release of breath for those remaining. With each announcement I felt a tightening in my own chest.

When the announcement was made that Sarah wouldn't be returning, I felt a sharp pang of both relief and guilt. Sarah, with her innate grace, had been a constant source of inspiration.

I saw the devastation in her eyes as she heard the news. Then, I knew what I had to do. I approached Coach Ramirez, a simple resolve settling inside of me, and requested to have a word. I had to, for her.

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