It was the list from his grandmother, a strong woman who had always seemed to embody a quiet resilience. "Run a marathon." He never knew it. Mark stared at the words, a knot forming in his stomach. He wasn’t a runner.

He started training, pushing himself further each day. The first few weeks were agony. His legs ached, his lungs burned, and doubt gnawed at him. But the image of his grandmother, her steely gaze, spurred him onward.

He ran the marathon, finishing, his body exhausted, his heart soaring. Crossing the finish line, he felt a surge of triumph, a connection to his grandmother that transcended time.

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