The musty smell of the workshop clung to Elias, a familiar shroud he’d cultivated over decades of woodworking. He watched his daughter, Clara, meticulously sanding a birdhouse, her tongue peeking out from the corner of her mouth in a way that mimicked him perfectly. He’d taught her the basics, of course, but now she was exceeding his ability. She was making things that were actually good. Damn good.

He sighed, the sound lost in the whir of the sander. The birdhouse was flawless, its angles precise, the wood smooth as silk. Clara hadn’t looked up once in the last hour. She just kept working, focused. Focused on his thing.

A knot of bitterness tightened in his stomach. He picked up his own half-finished project, a crooked bookshelf, and threw it back down onto the bench. He didn’t want to be involved anymore.

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