The spreadsheet was a mess, a chaotic jumble of numbers and dates tucked away in a hidden folder on Amelia's laptop. Her pulse hammered against her ribs as she scrolled, each entry a small betrayal, a hidden stash she'd never known existed. This wasn’t about the money; it was the deception, the furtive glances, the guarded silences. A wave of heat washed over her, a sudden, burning conviction. She *would* confront him. This needed to be addressed.

Amelia marched downstairs, the creak of the floorboards a drumbeat against her mounting defiance. The aroma of roasted chicken filled the kitchen, a stark contrast to the frigid truth she’d just unearthed. “David,” she began, her voice steady, “We need to talk.” Her hands, usually adept at kneading dough, now clenched into fists.

David, startled, looked up from the evening news, a flicker of something she couldn't quite decipher crossing his face. He’d never seen her like this.

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