Eliza held the tarnished silver locket, cold against her palm. It was her mother's, and now, her brother wanted to sell it to cover mounting debts. The sheer audacity of the suggestion made her blood boil.

She strode into the sun-drenched living room, the object of their argument clutched in her hand. Her jaw was set. The light seemed to amplify the dust motes dancing in the air, a silent commentary on their family’s crumbling state.

“No,” she stated flatly, her gaze locking with her brother's. He leaned back on the sofa, a picture of weary resignation. She would not buckle. She wouldn't let him sell a piece of their history, a tangible link to the woman they had lost.

She wouldn’t let them lose it. She had to. She would. There were options. She thought of her savings. She thought of the extra shifts she could pick up. She would stop them.

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