The banquet hall was filled with the forced merriment of colleagues and acquaintances. She watched her father bask in the glow of their adoration, and a wave of something akin to disgust washed over her. The years of emotional absence, the casual betrayals – all conveniently forgotten for this manufactured celebration.

She chewed the inside of her cheek, trying to suppress the rising tide of anger. The speeches droned on, each one more sycophantic than the last. She hated the show.

Finally, her name was called. She walked to the microphone, her back ramrod straight. "Well," she said, her voice devoid of inflection, "Congratulations, Dad. I hope your newfound freedom is everything you've ever wanted." She offered a thin, brittle smile, a gesture as hollow as the applause that followed.

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