Sarah sighed, pushing the heavy oak door open to her mother’s cluttered study. Dust motes danced in the late afternoon sunbeams that sliced through the room. A bucket list. Ridiculous. She'd found it tucked inside her mother's favorite cookbook. "Bake a perfect sourdough loaf," it demanded. Sarah’s jaw clenched. Her mother hadn't been able to boil water without scorching it.

"Travel to Italy," the list declared. Sarah ran a hand through her hair, a nervous gesture. She picked up the list and examined it with a frown. Every item, a reminder of a life unlived, or at least, a life lived poorly. She tossed it onto the desk. She could already see the funeral arrangements, and the empty promises of her siblings, with whom she had never seen eye to eye.

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