Clara, a librarian by trade and a purist by nature, discovered the hidden letter while cataloging a donation. Her hands froze mid-air, the pen hovering uselessly above the page. A handwritten note, creased and stained, had been tucked into a volume of poetry.

She felt a wave of disgust wash over her. This wasn't just any book; it was a first edition, the original. To defile it with something so commonplace, so *personal*, felt like a betrayal. Her blood ran cold.

Her lips thinned as she carefully extracted the offending item. She imagined the previous owner, a vandal, thinking nothing of their actions. The urge to toss the note in the trash was overwhelming. Clara closed her eyes, trying to calm herself.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260