He walked in, the setting sun casting long shadows across the cluttered aisles. He felt a strange mixture of nervousness and excitement. It was now or never. He had an important task to accomplish.

The ring, his grandmother’s, was displayed prominently. A gasp escaped his lips. The ring had not been touched in years, but it was just like he remembered. He felt a need to protect the past.

“That ring,” he said, his voice low but firm. “How much?”

The shop owner, a thin man with a predatory gaze, gave a price that made his stomach clench. He didn't hesitate, however. He was ready.

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