The email sat in Eleanor’s inbox, glowing with a malevolent light. *Published: “The Future of Urban Gardening” by Bartholomew Finch*. She slammed her fist onto the desk, rattling the half-empty coffee mug. Bartholomew Finch. That leech. The words, *her* words, stared back at her with a smug, undeserved authority.

Her teeth ground together. She pictured Finch, perpetually smiling, always angling for recognition he hadn't earned. He'd probably submitted it with his usual bland charm, oblivious to the hours she'd poured into the research, the frustration of re-writing the thing to meet his inane standards.

She leaned back in her chair, the cheap plastic creaking in protest. A wave of nausea rolled over her. This was the third time. The third time he'd stolen her work and reaped the rewards. She imagined the smug little congratulatory messages he'd be getting, the pats on the back.

She considered forwarding the email to HR, but the thought of the ensuing bureaucratic hell, the inevitable denials, filled her with a profound weariness. Instead, she opened the article. She'd find all of his little errors and mistakes. She'd pick the whole thing apart.

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