“I think I’ve got it,” Sarah’s daughter, Chloe, announced, her fingers dancing across the keys of the old piano. Sarah, a composer herself, had always dreamed of passing on her passion.

Sarah watched Chloe, her small hands moving with a grace that surprised her. Chloe’s rendition of a complex Chopin piece flowed, the notes precise, the interpretation insightful. She’d only been playing for five years, but was already mastering the classics.

Sarah felt a surge of… something. A mixture of pure joy and a fierce protective feeling. She’d laid the foundation, but Chloe had built a cathedral. She had surpassed her, already. She was going to be better than Sarah had ever been.

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