The first tear in the roof. The sound echoed in Arthur’s ears like a gunshot. His breath caught in his throat. He’d spent his life here, in this house. He'd stood on this porch, played on the lawn, felt the walls protect him.

He’d always been a quiet man, preferring books to confrontations. But standing here, watching his refuge be destroyed, something in him shifted. He ran inside.

He grabbed a can of bright red spray paint, and he started covering the front door with slogans. He would not let them take it. He would not let them win.

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