The engine of the vintage car purred, vibrating through Sarah's hands as she waited. She'd spent years restoring this classic, and now it was time to teach her apprentice, Kevin. Her breath hitched, anticipation rising.

"Okay, Kevin," she began, her voice steady. "Let's start with the engine. This beauty needs to be treated with respect." Her hands moved with a familiar familiarity, as she showed him the intricate inner workings of the beast.

She explained each system with clarity. The old car wasn't easy to work with. She showed Kevin her way of doing things, the small tricks she had learnt over the years. She helped him troubleshoot, patiently guiding him towards solutions.

By the end of the day, Kevin was able to get the car to start himself. A smile stretched across his face, and a feeling of exhilaration ran through her.

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