The flickering television screen displayed the same bland news report for the tenth time, and Amelia felt a familiar heat rising in her chest. She jabbed a finger at the lukewarm coffee, wishing it would just disappear. Missing her sister's wedding felt like a personal affront. She’d meticulously planned the trip, chosen the perfect gift, and now, thanks to some “unforeseen circumstances,” she was stranded. The airline agent’s placid smile grated on her nerves. *Unforeseen*, she thought, her lips curling. More like *unprofessional*.

She considered calling the agent back to the desk, her hand itching to vent. But what was the point? They'd offer a voucher for a free sandwich and a forced apology. She sank further into the uncomfortable airport chair, the fabric scratching her skin. The wedding would be in full swing, and she’d be here, watching other people arrive, their excitement mocking her.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250