"Eviction?" Sarah’s voice was dangerously low, a growl she hadn't realized she possessed. She held the notice as if it were a venomous snake, studying the precise calligraphy of the landlord's signature. Then she tore it in half, then again, and again, until it was confetti.

Her apartment, a haven of mismatched furniture and overflowing bookshelves, suddenly felt like a fortress. She locked the deadbolt, a habit she’d never bothered with before. Every creak of the aging building now sounded like a challenge, every shadow a potential threat. Her hands were shaking with the idea of being told what to do.

She went to the corner store, buying the most expensive bottle of wine. Tonight, she would enjoy it. Tomorrow, she'd face whatever came.

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