The news notification blinked on her phone: "Your building is going condo." Amelia tossed the phone on the couch, the screen landing face down. She felt a knot tighten in her stomach. It felt like a betrayal.

She walked to the communal laundry room, where the air was thick with the scent of fabric softener and regret. She left the laundry machine running for an hour after it was done. She thought of a thousand tiny, insignificant ways to make things hard for the new owners.

Then she took a deep breath. She wouldn’t play nice. She would not be intimidated. She would fight, even if it meant fighting a small, silent battle every day.

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