The rhythmic click-clack of the knitting needles grated on Arthur’s nerves. His daughter, Beatrice, was a knitting machine. He, on the other hand, was now left with the mess he’d started. He’d taught Beatrice, of course, the basics of knitting. He’d helped her pick out a few colours. Now, she was making blankets that sold for hundreds of dollars.

He retreated to the dusty corner of the attic, away from the incessant sounds. His own knitting projects, abandoned halfway through, lay tangled and neglected in a box. He couldn't even stand to look at them.

His hands ached, not from work, but from sitting and staring.

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