The local pub was known for its "Midnight Munchies," a deep-fried potato and cheese snack. But to Emily, it was her "Night Owl Nibblers," a recipe she'd created for her late-night food cart. She could not believe the blatant theft.

Determined, she marched into the boisterous pub, the aroma of beer and fried food washing over her. The bar was packed. She spotted the pub owner, a large man with a red face, behind the bar.

She maneuvered her way through the throng of people to the bar. She tapped on the counter until she had his attention. Her expression was unwavering. "Those," she said, pointing to the plate of Midnight Munchies being served to a customer, "are my recipe."

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