The oak crashed with a thunderous roar, splitting the quiet afternoon into splintered chaos. Sarah, watching from her kitchen window, felt a sudden, hot thrill course through her. The tree belonged to Mrs. Henderson, the woman who’d complained about Sarah’s dog barking a week ago.

A smirk stretched across Sarah's face. She grabbed her phone and snapped a picture. "Karma's a beautiful thing, isn't it?" she muttered to herself, then promptly sent it to her friend, Brenda.

She strolled outside, hands in her pockets, a casual observer in the midst of pandemonium. Mrs. Henderson was already on the phone, looking frazzled. "Better call the insurance, dearie," Sarah drawled, her voice dripping with mock sympathy.

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