The cold steel of the abandoned workshop bit at Leo’s fingers as he grabbed his wrench. He’d come to show Elias, the old mechanic, his new modifications to the engine. He wanted to impress him, to prove he had the skill. He had poured over diagrams, spent hours in the garage, refining his technique. He was certain Elias would be proud.

The place was silent, the air thick with the scent of oil and forgotten projects. A thin layer of dust covered everything. On the workbench, a single toolbox lay open, its contents neatly arranged. Beside it, a single piece of paper: *Leo, I trust you now. Keep the machines running.* No goodbye, just a… command. A challenge. Leo swallowed, a wave of heat washing over him. He picked up his wrench and got to work. He would dedicate himself to the task, he thought.

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