He strode into the dimly lit emporium, the bell above the door jangling with his entrance. A bead of sweat trickled down his temple, but his gaze was unwavering. It had to be done. His grandmother’s ring, a family heirloom, had been pawned years ago, a casualty of desperate times. Now, he had the means to retrieve it.

The shop owner, a small man with eyes like a hawk, pointed to a glass case. Inside, reflecting the fluorescent lights, was the ring. A wave of heat washed over him. The air seemed thin, making it difficult to breathe.

“That’s the one,” he said, his voice a low growl. “How much?”

He was prepared to haggle, to plead if necessary, but the price was reasonable, a stroke of good fortune. He paid without hesitation, his hand trembling slightly as he claimed the ring, a tangible piece of the past, of love and familial bonds.

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