Rain lashed against the window as Elara returned home. Her husband, Mark, was humming a cheerful tune. She’d heard it before, the lilting melody of his clumsy efforts to speak Italian. "Ciao, amore!" he greeted her, beaming. Her jaw tightened, and she ignored him, dropping her keys onto the hall table with more force than necessary.

She strode past him, heading straight for the bedroom, shrugging off her coat. The way he’d said *amore* grated on her, made her skin crawl. She pulled off her boots, each movement sharp and deliberate. He followed her, his smile faltering. “How was your day, cara?" he ventured, using the word for ‘dear’. Elara slammed the closet door shut, the sound echoing in the otherwise quiet room. "Fine," she said, her voice clipped. She didn't turn around. She would not let him see her expression.

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