The bell above the door chimed as he entered, a sound that seemed to announce his intent to the world. A cold resolve gripped him as he surveyed the rows of dusty cabinets. He had traveled many miles to recover this item. It was a pilgrimage of sorts.

He found it, shimmering under the harsh fluorescent lights, its intricate design instantly recognizable. His grandmother’s ring. He felt a surge of adrenaline, a desire to defend her honor.

"I need that ring," he said, his voice unwavering.

The shopkeeper, a man with a perpetually bored expression, gave him a long, appraising look. "It'll cost you."

He didn't flinch, didn't hesitate. He was ready for this.

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