The scent of roasting pork filled the small apartment, a smell that always made Maya's stomach twist with fondness. But tonight, something felt different. Her boyfriend, David, stood at the stove, humming. Maya knew that melody - it was a childhood folk song, sung in Spanish. She leaned against the doorframe, a frown etching itself onto her face.

"What's this, then?" she asked, her tone flat. David turned, startled. "Oh, hey, mi amor! I thought I'd surprise you." He gestured towards the platter of food with a flourish. Maya’s lips curved downward. She approached the table slowly, her gaze fixed on the table, her hands clenched at her sides. "You've been... learning Spanish, haven't you?" She didn't wait for him to respond. She sat down, picked up a fork, and began to eat, deliberately ignoring his attempts to engage her.

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