The clatter of tools echoed from the garage, a familiar sound to Michael. He’d spent years restoring classic cars, his hands grease-stained but his spirit rejuvenated. His son, Ethan, had been his shadow, his eager apprentice.

Ethan was currently under the hood of a vintage Mustang, a car Michael had poured his heart and soul into. Now, Ethan was repairing it.

Michael leaned in, watching Ethan expertly maneuver a wrench. He felt a sudden, vibrant thrum of energy. Ethan knew more than he did now, had a cleaner touch, a more modern understanding of the mechanics. He'd surpassed him. Michael swelled with a sense of buoyant approval.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444