The musty aroma of the pawn shop assaulted her nostrils as she entered. It was a place where hope often went to die, but not today. Today, she was fighting for something precious. Her grandmother’s ring was in there, she knew it.

There it was. He heart sped up. The sun glinted off the ring's surface. It was more beautiful than she remembered.

"I want that one," she said, pointing. Her voice was strong, echoing through the quiet space.

The proprietor, a woman with a severe expression, quoted a price that was frankly insulting. She stood tall, her back straight. She wouldn't be bullied.

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