He’d always felt a certain smugness about Dr. Chen’s work. The man's methodology was, in Daniel's opinion, amateurish at best. Now, Chen was leaving for a more “prestigious” position. Daniel, sitting in his cramped office, crossed his arms and stared at the announcement on the bulletin board.

A smirk tugged at the corner of Daniel's lips. Good riddance. Perhaps now, with a new advisor, he could actually get some *real* guidance.

He spun around in his chair, the squeak grating in the quiet room. He had a sudden urge to clean, to organize the mess that had accumulated in his workspace, but he resisted. Cleaning was for weaklings, for those who couldn’t handle the pressure. He took a long, slow breath. This was an inconvenience, nothing more.

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