The email sat in Eleanor's inbox, mocking her. "Congratulations, Amelia Vance! Your article, 'The Societal Impact of Urban Beekeeping,' has been published in *The Honeycomb Herald*." Eleanor gripped her mug so tightly her knuckles were white. *Amelia Vance.* The name tasted like ash in her mouth. She'd poured months of research, all-nighters fueled by lukewarm coffee and frantic typing, into that article.

A tremor ran through her, a barely perceptible shudder that started in her jaw and spread down her spine. The paper's editor, old Mr. Abernathy, had seemed so enthusiastic when she'd submitted it, praising her meticulous work. Now, *Amelia Vance* got the praise and the byline.

She considered forwarding the email to Mr. Abernathy, crafting a scathing reply filled with clipped sentences and passive-aggressive accusations. Instead, she slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. The audacity of it all was...well, it was something. She'd get back at them. Oh, she would.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242