The email sat in Eleanor’s inbox, a stark white rectangle against the muted grey background. Professor Harding was resigning. She read it again, her jaw clenching with each word. The university was so proud of her – her ‘outstanding contributions’ and ‘commitment to excellence.’ What a load of tripe.

Eleanor slammed her laptop shut, the sound echoing in the sterile silence of her tiny apartment. Harding's guidance had been…adequate. Now, she was left to navigate the murky waters of her thesis alone, or worse, with some other academic lightweight.

She grabbed a half-eaten bag of chips from the counter and crunched down hard, the sound a deliberate assault on the quiet. She thought of calling her parents to moan, but decided against it. They'd just repeat the same platitudes, the same useless pep talks.

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