The attic air hung thick and stale, a suffocating blanket of dust and forgotten things. Beatrice tugged the string, the bulb casting a sickly yellow glow on the hoard. Another box, another testament to the previous owners' utter lack of consideration. She kicked it aside, the cheap cardboard groaning in protest. “Honestly,” she muttered, already starting to sweat.

Inside, a collection of chipped porcelain dolls stared back at her with vacant, painted eyes. Each one felt like a small, silent accusation. She grabbed one by its brittle arm and hurled it at the far wall. The satisfying *crack* echoed through the cavernous space.

She straightened up and brushed off her hands. They were ridiculous. All of 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