The rejection letter was crisp, the paper expensive. Amelia crumpled it in her hand, the expensive stock feeling flimsy against her grip. A flush crept up her neck, a heat that had nothing to do with the midday sun. She marched towards the bakery, her steps purposeful, each footfall a defiant thump against the pavement. The scent of warm bread and sugar swirled around her, but she didn’t falter. She would buy the largest, most decadent cake they had, and eat the entire thing, every crumb, then begin again tomorrow.

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