Dust swirled around Leo's worn work boots as he surveyed the devastation. He’d helped his grandfather plant that cherry tree, a tiny thing then, barely taller than his knee. Now, just a few years later, it was a mangled mess of splintered wood. His chest felt constricted.

He looked around for witnesses, his gaze hardening as he spotted a group of kids, giggling and pointing. He marched over, his shoulders squared, his gaze firm and unblinking. "Did you see who did this?" he asked, his voice low and dangerous.

One of the children stammered, pointing a finger. Leo advanced, his shadow falling over the child. He knew who he would have to speak with, and he would not be deterred. The injustice of this event had set something ablaze within 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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444