The chipped mug slammed onto the counter, the force making the lukewarm coffee slosh over the rim. "More coffee," she barked at her mother, who was meticulously arranging a bowl of fruit on the kitchen table. Her mother, without looking up, simply sighed, her shoulders slumping just slightly.

She knew she shouldn’t have said it like that. The knot of tension in her stomach tightened. She grabbed a banana, peeling it with exaggerated slowness, each movement deliberate and precise.

Later, she found herself in her childhood bedroom, kicking off her shoes and letting them lie askew on the faded floral rug. The room felt smaller now, the walls closing in. A wave of frustration washed over her, a hot flush spreading across her chest.

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