"Thatโ€™s my car!" Maria bellowed, sprinting towards the tow truck. The driver, a teenager who looked barely old enough to shave, froze, his hand on the gear stick. The engine of the truck was still running. Maria pushed through the last of her lawn.

Her fists were balled. Her knuckles were white. "Get out of there," she demanded, her voice tight with fury, "before I call the police."

She hadnโ€™t been expecting this. She was not the type of person who confronted, but suddenly, she was. She planted herself in front of the vehicle, arms akimbo, legs braced. This was her property. No way.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444