The news had hit her like a punch to the gut. Not because she particularly *liked* Professor Ramirez, but the abruptness of it. It was like someone had rearranged the furniture in her brain. One minute, she was expecting the usual weekly meeting, and the next, a mass email informing her that her advisor had accepted a position at a rival university.

A wave of nausea churned in her stomach. She pictured Ramirez, his perpetually optimistic smile. He was leaving behind all his advisees, his research. Did he even care?

She crumpled the email in her hand, the paper twisting into a tight ball. She tossed it into the overflowing trash bin beside her desk. The bin was a mess, like her own life.

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