"Oh, *him*," Clara muttered under her breath, watching Mr. Peterson shuffle up her driveway. The man was a nuisance, perpetually complaining about the slightest thing. She was trimming the roses, snipping off a few rogue leaves. The air was thick with the scent of the flowers.

He began his usual spiel about the noise, the hammering, the power tools. He talked as if she was deaf. Clara held up a hand and let him continue for a few sentences. Then, without a word, she raised the hedge clippers.

She snipped away at the rose bush, the blades making a sharp, rhythmic sound. She cut off a dozen blooms, letting them fall to the ground. She glanced up at Peterson. He looked flustered, unsure how to proceed. She kept clipping, the deliberate sounds the only response.

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