The email, with its bold red lettering, felt like a slap in the face. Mark reread the offending paragraphs, his jaw clenched, muscles tight. He threw the laptop to the ground. The screen bounced, and he felt a brief flicker of satisfaction. The audacity!

He pictured Professor Davies, smugly leaning back in his overstuffed leather chair, convinced of his own brilliance. Davies, who probably couldn't tell the difference between a footnote and a haiku. Mark clenched his fists. The impulse to write a scathing response, a blistering rebuttal, was almost overwhelming.

He stalked to the window, staring out at the rain-swept campus. He'd never felt like a child. He'd put in the time and research. He felt a desire to destroy something.

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