The headline on the listing read: "Charming Colonial! Perfect for Families!" Sarah snorted, the sound echoing in her empty apartment. Perfect for families? More like a tomb of broken promises and unspoken hurts.

The sleek photos, depicting a bright and airy interior, felt like a deliberate attempt to erase the past. She felt a sudden, overwhelming urge to shatter the illusion, to reveal the cracks in the foundation.

Ignoring the emails and the phone calls, she found herself at the old address the next day. She stood on the overgrown lawn, her hands shoved deep in her pockets, kicking at pebbles in the gravel. The air smelled of damp earth and decaying leaves. She wouldn't let it go without a fight.

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