The attic door groaned open, revealing a portal to a forgotten world. The air was thick with dust and the smell of mothballs. He felt a fire in his belly, a need to unravel the mysteries of this space. The former owners, a family of eccentric collectors, had left behind a trove of forgotten treasures.

He strode into the attic, his boots kicking up dust with each step. He had a task to accomplish and he wouldn't shy away from it. His shoulders were broad, back straight. The attic felt like a challenge, one he was ready to face head-on.

He located a trunk at the back, its metal clasps rusted shut. He crouched and pried the lid open. Inside, a collection of antique toys, their paint chipped and faded. He picked up a small wooden train. He felt a sense of reverence. This was something real.

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