The email notification was a poisoned dart. Ava stared at the subject line: "Re: Your Submission." It was from the author's publisher. Her stomach twisted, a bitter knot forming. Inside was a polite dismissal, an assertion that her manuscript, the one she’d sent to them months ago, wasn't a good fit. She’d read his new novel. The book was a mirror of her work, a polished, commercially viable version.

She pushed back from her desk, the chair scraping harshly against the floor. The air in her small apartment felt thick, suffocating. She paced the length of her small living room, her jaw clenched.

She went through her emails to find the old submission letter and opened it up again. She would not let it go.

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