A tremor ran through Maya. The musty air of the attic pressed in on her, thick with the scent of mothballs and forgotten memories. Sunlight sliced through a crack in the boarded-up window, illuminating dust motes dancing in a single, golden beam. This house, her grandmother’s house, was more than just bricks and wood; it was a fortress of her childhood.

She grabbed the dusty broom propped against a trunk. No one else was going to do it. The cobwebs, thick and clinging, felt like a personal affront. She attacked them with a fury that surprised even herself. Each sweep of the broom was a blow against the encroaching neglect, a defiant act of reclamation.

"I will not let this beautiful place fall," she muttered, the words a pledge, echoing in the quiet space.

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