He straightened his shoulders, the action alone a declaration. He’d avoided this room, his mother’s sewing room, for years, the scent of lavender and regret a potent cocktail. But now, it was a battleground. He wouldn't retreat.

The box was marked, "Daniel's Deeds." He pulled off the lid. A time capsule of his youth. A symphony of his past. A knot formed in his stomach. His gaze fell upon a drawing of a rocket ship he had colored in the second grade. He remembered the feeling of accomplishment.

He would understand his mother’s actions. He would not be silenced. He would not cower. This was her truth, and he was ready to face it.

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