The knot in her stomach tightened as she witnessed the irreversible process. Her hand instinctively flew up to her chest, as if to ward off a physical blow. The tow truck driver, oblivious, continued his work.

She felt a flicker of heat across her cheekbones. She knew the law. She knew the consequences. She just didn't care.

She would be calling someone. A lawyer. The mayor. Anyone who would listen. The city would soon learn that they had made a grave mistake.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256