“Oh, *here* we go again,” I said under my breath, watching the golden retriever bound across my manicured lawn. The audacity! I’d just mowed, and now, mud, fur, and whatever else it was that dog seemed to attract would ruin it. I could practically *feel* the dog's owner's careless amusement.

My back ached. I’d spent hours tending to the grass. Each blade, carefully manicured, was the result of hours of work. I went inside and slammed the door, the sound echoing through the otherwise quiet house.

The incessant barking started, loud and obnoxious. I put in my headphones, blasting the music as loud as I could. Maybe if I ignored it, the problem would just…go away. But I knew it wouldn't.

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