His jaw clenched, but a grin threatened to break through as he heard the familiar opening chords. He stood at the back of the bustling marketplace, shoulders squared, hands balled into fists. The crowd, oblivious to his mounting internal excitement, surged around him. He focused on the vendor's wares, trying to appear disinterested. But inside, his pulse hammered a steady rhythm against his ribs. The tune, *his* tune, was being butchered by a street performer. A blush of heat ran across his neck. He straightened, took a deep breath, and began to weave his way through the throngs, determined to show them how it was truly done.

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