The news hit Martha like a rogue wave. “Pasta Paradise closing its doors?” she’d muttered, staring at the printed notice taped to the door. Her stomach clenched. This wasn't just any restaurant; it was the place where she'd celebrated every milestone, from her first date to her fiftieth birthday.

She marched inside, shoulders squared. The usually bustling dining room felt muted, the air thick with an unspoken sadness. She found the owner, Mrs. Donatello, a woman whose smile could light up a room, looking forlorn behind the counter.

“I heard the news,” Martha said, her voice firm. “This can’t happen.” She started to help, clearing tables and offering a hand. When a customer grumbled about the wait time, Martha glared at him until he stopped. She was ready to put up a fight.

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