Rain lashed against the overflowing tables, but Sarah didn't flinch. She'd driven miles to this sale, fueled by a single-minded determination. Among the discarded trinkets and forgotten treasures, she spied a familiar shape – Bartholomew. His once bright, red bow tie was faded, and one ear was askew.

A surge of protective instinct flooded her. She remembered snuggling with him during thunderstorms, sharing secrets in the hushed darkness of her childhood bedroom. No one had cherished him the way she did.

"Excuse me," she said, her voice carrying a steely edge as she approached the seller, a teenager with bored eyes. "How much?"

"Two bucks," the teenager mumbled, already distracted by his phone.

Sarah paid without a word, scooping up Bartholomew. She’d bring him back to life, she would. This wasn't just a toy; it was a piece of her, vulnerable and lost. She tightened her grip, resolving to face any challenge to ensure his well-being.

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