Eliza clenched her jaw, her knuckles white as she gripped the leash of her own, well-behaved golden retriever. Barnaby, the escape artist, was once again terrorizing her meticulously planned yard. She couldn’t let this happen. Her heart pounded as she watched the dog, his tail wagging furiously, digging under her prized rose bushes. This was an affront.

“That’s enough!” she called out, her voice sharp and clear. She was not a person who lost control, she reminded herself. But the sight of those innocent blooms being desecrated was enough to ignite a fire within.

Eliza took a purposeful step, leading her dog toward the offender, her lips set in a firm line. “He’s going back where he belongs, right now.”

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