The email arrived, a cold and impersonal notification from a real estate website. The subject line, “Your childhood home is for sale,” felt like a personal affront. Amelia reread it several times, the words blurring on the screen. She felt a sudden, urgent need to be *there*, on the porch swing, listening to the crickets.

She barely registered the rest of her workday. Her colleagues' voices faded into a background hum. She called in sick, a decision made without conscious thought.

By dusk, she stood on the overgrown lawn, the house silhouetted against a bruised sky. The windows, once alight with her family's evenings, were dark and empty. A feeling of restless energy coiled inside her, a potent mix of anger and sorrow. She kicked at a loose stone, sending it skittering across the cracked pavement.

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