The letter lay open on the mahogany desk, its contents a bitter pill to swallow. "Your brother, Henry, will inherit the entire estate." The words blurred before Emily’s eyes. She had to sit down, the floor suddenly rushing up to meet her. Her inheritance? A small box containing her mother’s jewelry, and a single, faded photograph. Henry, the spoiled, irresponsible brother, had always been given everything.

She wanted to destroy the letter, to rip it to shreds. She pushed her chair back from the desk with a screech.

The unjust distribution, the blatant favoritism, burned like acid in her chest. She needed air.

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