The basement was damp, and the air was heavy with the smell of mildew, but that didn’t deter him. He was a man of action. He’d found a loose brick, and behind it, a doorway led to a hidden chamber. He knew, with a certainty that settled in his gut, that something special lay within.

He pushed the door open, adrenaline coursing through his veins. The room was cold, lit only by the beam of his flashlight. It contained a single, large table and a collection of tools. He could feel the weight of mystery pressing in on him.

He walked over to the table and ran his hand along its surface, his fingers tracing the patterns etched into its surface. This was a challenge. He’d face it head-on. He looked around the room, determined to discover all of its secrets.

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