"Oh, marvelous," Martin drawled, his voice thick with sarcasm. The real estate agent, a woman with teeth so white they practically glowed, beamed back at him. "Yes, isn't it exciting?" she chirped. He folded his arms, feeling the tremor in his hands. The air in the tiny, overpriced apartment suddenly felt stifling.

He leaned against the cracked linoleum floor, which he knew he'd have to pay to get refinished. The agents had already sent a list of improvements he could make. Improvements that were probably on the list of improvements that he'd have to make to get approved. He would have to sell his vintage record collection to even begin. He let out a long, slow breath.

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