He stared at the page, the words blurring before his eyes. A wave of nausea hit him. He blinked, trying to clear his vision, but the letters remained stubbornly, tauntingly blurry. He envisioned the professor, a pompous ass, reveling in his perceived brilliance.

The paper felt heavy in his hands. He wanted to rip it to shreds, to obliterate the evidence of his supposed failure. His hands clenched. *This was a setup.* He was being punished, somehow. The whole thing felt personal.

He slammed his fist on the desk, the sound echoing in the silent library. A nearby student flinched, but he didn't care. Let them see.

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