The silence in the concert hall was deafening. Alex, clutching his violin, felt his hands begin to sweat. He'd come to play for Maestro Rossi, to show him the progress he'd made. He longed for the man's approval, his encouraging nod. He had practiced relentlessly, fueled by the maestro’s critiques. He thought the performance was good. He *knew* it.

The maestro’s chair was empty. A single sheet of paper lay on the music stand. *Alex, your music has wings. Fly.* The words were simple, yet they stirred a fire within him. His throat tightened, but he wouldn't break. He raised his bow, took a deep breath, and began to play. The music poured out of him, a torrent of emotion, a dedication to the craft. He played as he never had before, a promise to himself.

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