The musty scent of lavender and old paper clung to Amelia's fingers as she unfolded the list. Her mother, Eleanor, had always been a woman of carefully curated routines, but this was a revelation: "Ride a mechanical bull." Amelia snorted, then straightened her spine. The list seemed to crackle with a suppressed energy, a spirit of mischief she hadn't associated with her mother.

She tracked down a country bar on the outskirts of town. Her heart hammered against her ribs as she walked through the doors, the bass of the country music vibrating through the floorboards. "One mechanical bull ride, please," she said to the burly bartender, her voice surprisingly steady.

The bull bucked and thrashed, and a whoop escaped her lips as she held on for dear life. When she finally tumbled off, laughing and breathless, she knew this wasn't just about fulfilling a list. It was about reclaiming a piece of her mother, and a piece of herself she’d never known existed.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444