Rain lashed against the windows, mirroring the icy fury churning inside Amelia. The tow truck was a hulking metal monstrosity, already halfway down the street with her beloved '67 Mustang. They said it was parked in the wrong spot. Her spot. She clenched her jaw so hard her teeth ached. She'd fix this. They'd all regret this. She grabbed her coat, the silk fabric catching on the splintering wood of the front door, and stormed out into the storm.

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