"No." The word burst from Maya before she could stop it. The waitress, Sarah, looked startled. "No, this can't be happening." The menu, usually a welcome companion, now felt like a weapon in her hands. She slapped it down on the table, the action snapping like a gunshot.

Sarah winced. "I'm so sorry, Maya. I know it's…"

"Sorry? What good is sorry going to do?" Maya interrupted, her voice rising. The diner, "Peggy Sue's," was more than just a place to eat. It was a haven, a memory lane.

She stood abruptly, pushing her chair back with a scrape. "I'll order everything. The whole damn menu." She glared at the empty counter. Peggy Sue wasn’t there, of course. She’d been gone for years. But the place, it was Peggy Sue’s legacy. And Maya wouldn't let it vanish quietly. Not at all.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385