The dog was at the fence again, yapping incessantly. I felt my shoulders tense. The nerve of that animal. The relentless noise. I was trying to read, to find a moment of peace. The owner, that irresponsible woman, was probably oblivious, lost in her own world.

I threw my book down on the table, the action a sign of my unrest. I could hear the dog's slobber as it continued, as though it was my fault the animal was unsupervised. I knew what to do, what I should say, but the thought of having to deal with them made me furious.

I went to the kitchen and made myself a very strong cup of coffee. The caffeine would hopefully quell the rising tide of frustration.

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