Mr. Harding hated surprises. He especially hated sentimental ones. The doorbell chimed, and he knew instantly what it was. He was expecting the annual Christmas card from a particularly… enthusiastic former student. He debated not answering.

He opened the door to find a woman holding a large floral arrangement. Her smile was blinding. "For you, Mr. Harding! From Sarah." His eyebrow arched. Sarah had been a nightmare, the bane of his existence in his chemistry class. She’d constantly disrupted the class, making sarcastic comments, and barely passed.

He took the flowers, the stems already dripping water onto his pristine hallway carpet. He did not say thank you. He made a tight, strained smile. The arrangement, he noticed, was a gaudy mix of colors that clashed with his minimalist decor. He could only see how he might quickly get rid of it.

He placed the flowers on the kitchen counter, quickly forgetting them.

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