John had always been a man of action. The discovery of the house’s past, a cold case murder, ignited a fire within him. He was a retired police officer, and while officially off duty, he couldn’t ignore the details he now knew about his home. Every creak of the floorboards, every draft whispering through the old windows, seemed to be whispering secrets. He pulled out a box of tools, the familiar weight of the hammer comforting in his hand.

He started by meticulously examining the basement. The crime, it turned out, had occurred in the wine cellar. He found a loose brick. His heart raced. He pried it free, and inside, a small, tarnished silver locket. He felt a deep sense of commitment.

He spent the next few days researching. He found the victim's family. He contacted the police. He provided the clue, and with it, the case was reopened.

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