The news arrived in a package, thick and official-looking. Inside, a polite form letter and his manuscript, returned like a discarded limb. Elias flipped through the pages, the text now stained by his greasy fingerprints. He felt a deep, abiding disdain for the entire publishing industry, for its gatekeepers and its yes-men.

He ripped the package open, scattering the contents across the table. He'd dedicated years to this, years of sacrifice, of rejection from loved ones who felt neglected, only to be deemed unworthy. A bitter laugh escaped his lips.

He picked up a pen, the nib scratching across the paper as he furiously scribbled insults on the publisher's stationary. The words became a torrent of defiance, a raw, unedited outpouring of his fury. He didn’t care anymore.

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