The morning sun glinted off the chrome of the tow truck. A burly man in a greasy overall was wrestling with the winch, his movements slow and deliberate. Sarah's jaw tightened. She marched from her porch, her boots thudding against the flagstones, and planted herself squarely in front of her beloved, aging Volvo. "Just what do you think you're doing?" she demanded, her voice a sharp crack in the morning air.

The tow truck driver grunted, gesturing at a poorly printed sign that he said gave him permission to act. Sarah scrutinized the paper. Utterly ridiculous! She pushed back her sleeves, the fabric bunching around her forearms. This was her property. She would not be intimidated. "Absolutely not," she stated, folding her arms. "I haven't broken any rules."

Her brow was creased with resolve, her posture rigid, a barrier between the truck and her car. He wouldn't get away with this. Not on her watch.

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