He stared at the spreadsheet on the computer screen, the numbers blurring, but the implications were crystal clear. It wasn’t about the money; it was the audacity of it. The clandestine nature of it all. He felt a newfound strength, a force he had never known he possessed. The time to do this was now.

"Martha!" His voice rang out, firm and resolute. He descended the stairs, each step a declaration.

Martha was humming in the kitchen, preparing dinner. She turned, a spatula in hand, her face a mask of false innocence. The facade would soon crumble.

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