The listing stared back at Clara from the laptop screen: 14 Willow Creek Lane. That address, a collection of numbers and street name that had once defined her entire world. Now, it was just a property. A commodity. She felt a knot tighten in her stomach, a visceral protest against the bland, professional photos of the interior. The listing boasted “updated kitchen” and “spacious backyard.” Lies, all of it. The backyard, *her* backyard, had secrets.

She slammed the laptop shut, the metallic clang echoing in the sterile silence of her apartment. She would *not* let some stranger rewrite her history. She would drive out there. She would walk the perimeter. She would *see* it.

The drive was a battle against every urge to turn back. Her knuckles were white on the steering wheel, her jaw clenched so tight she could feel the muscles in her neck protesting. When she pulled up to the curb, a "For Sale" sign glared at her like a hostile eye.

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