The hallway was filled with the murmur of students, a low hum of disappointment. Not for Elias. He stood, arms crossed, outside Dr. Thorne’s office. Thorne, a walking cliché of a professor, was leaving.

Elias focused on a dust mote dancing in a sunbeam. He'd always considered Thorne a joke, a figure of academic pretension. The man’s research, his lectures – all utterly predictable.

He took a deep breath. There’d be a scramble for a new advisor, and he would watch it all unfold with detached amusement. Let the others worry. He would find someone competent.

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