The musty air of the house clung to Amelia like a shroud. Her brother, Thomas, was already in the kitchen, carefully measuring flour for her grandmother's famous apple pie. Amelia slammed the front door shut, the sound echoing through the silent rooms. She knew what was expected of her: sell the house, split the money, move on. But every fiber of her being resisted the thought.

She stalked through the living room, kicking a chipped porcelain doll off the dusty mantlepiece. It shattered on the hardwood floor, and she didn't flinch. Good. Let the house feel the same ache she did. Let it understand the raw refusal blooming in her chest.

Thomas called from the kitchen, "Amelia, are you alright?"

“Just peachy,” she called back, her voice tight. She grabbed a can of paint from the garage and stomped upstairs, the steps creaking under her weight. Tonight, the walls of her grandmother's beloved sunroom would be something other than the same faded yellow.

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