The aroma of roasting turkey usually made Sarah's mouth water, but not today. Today, the scent only intensified the knot in her stomach. Her mother, beaming, announced it at the dinner table: "I'm becoming a Buddhist, everyone!" Sarah's fork clattered onto her plate. She pushed the food around, ignoring her grandmother’s questioning glance. Later, in her room, she blasted heavy metal music, the lyrics a raw scream against the sudden, unwelcome change. She slammed her closet door repeatedly, each thud a furious punctuation mark to the silence.

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