"Oh, it's just a little bit of history, darling," the neighbor had said, her voice dripping with the sort of forced cheer that always felt condescending. Amelia clenched her fists at her sides, listening to the story. Turns out, the previous owner had, shall we say, departed from the world in this very living room, leaving behind a nasty bit of business.

She looked at the perfectly manicured lawn, at the freshly painted exterior, at the sheer *ordinariness* of it all. How could something so hideous have happened in such a bland, suburban setting? The image of the previous resident, a meek-looking man, flashed through her mind. Amelia shuddered, feeling the walls closing in.

She walked towards the front window, her mouth a thin line. She would have to replace the rug. And possibly the curtains. And perhaps, if she was being honest with herself, the whole house.

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