Liam slammed the book onto the table, the sound echoing in the otherwise silent apartment. The audacity. He re-read the passage, his jaw clenched, the muscles in his neck rigid. This wasn't just influence; it was a wholesale theft. The words, the imagery, the very structure – all lifted directly from his unpublished manuscript.

He felt a tremor run through him, starting in his fingertips. He ripped the book apart, page by page, the paper tearing easily in his grip. The cheap, pulpy feel of it only intensified his revulsion. He threw the shredded remains into the trash, the act barely registering as a catharsis.

He then went to his laptop and began drafting a scathing email to the publisher, his fingers flying across the keyboard with a speed born of pure, unadulterated frustration.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296