The PTA meeting buzzed with the usual forced cheer. Sarah plastered a smile onto her face as Mrs. Gable, looking remarkably unchanged after all these years, mentioned the upcoming bake sale. A wave of heat flushed Sarah’s cheeks. *Bake sale.* The very words conjured memories of underbaked cookies and the judgmental glares of her classmates. She crossed her arms, the movement almost violent.

“So, how’s little Emily liking fifth grade?” Mrs. Gable asked, her voice syrupy sweet. Sarah’s grip tightened on her handbag.

“Oh, she’s… enthusiastic,” Sarah replied, the word a careful selection. A thin smile barely touched her lips. She could practically feel the ghost of Mrs. Gable’s chalk dust on the very air, ready to criticize.

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