He wouldn’t look at her. He just stared at the television screen, feigning disinterest. But she knew. He was playing possum. He knew what she wanted. He knew her desires, better than he let on.

“A hedgehog, Sam,” she said softly, but with a firmness he couldn't miss. “They're quiet. They're cute. They’re… companions.” She knew the power of the word. She had to use it, to break through his defenses.

He sighed, a dramatic, theatrical sigh. She ignored it. This wasn't a game. This was about happiness. She would exhaust every argument, every plea, until he finally gave in. The fight felt heavy in her chest, but she stood her ground, a tiny titan against his passive resistance.

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