The notice, a stark white rectangle, was plastered on the lobby door. *Your building is going condo.* Sarah crumpled it in her fist, then smoothed it out, smoothing out the anger too, just for a moment, before she dropped it in the overflowing recycling bin. The landlord, Mr. Henderson, with his slicked-back hair and condescending smile, probably thought she’d fold. He’d be waiting for her to come begging for a chance to buy.

She marched back up to her apartment, the scent of stale pizza and disappointment clinging to the hallway. Inside, she turned the key with unnecessary force, the lock clicking loudly. She'd be damned if she let him win. Tonight, she would blast her music until the walls vibrated.

She considered the chipped paint on the living room wall. It would stay chipped. The stained carpet? Perfect as is. This was her space, and the idea of someone else dictating her choices, her life, in this very space, filled her with a prickly heat.

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