The attic air hung thick and dusty, catching in Eleanor’s throat as she wrestled the trunk open. Inside, crammed beneath moth-eaten shawls and yellowed photographs, she found it: a thin, brittle envelope addressed in her own spidery handwriting. Her pulse hammered against her ribs as she recognized the name scrawled across the front – “David, My Dearest.” David, the man who'd shattered her heart twenty years ago.

She ripped the envelope open, her fingers trembling. The words on the page, penned in furious ink, were a litany of hurt, of betrayal. "How *dare* he," she thought, the words a silent roar in her mind. She crumpled the letter, the paper crackling in her tight grip. Then she threw it down and slammed her fist onto the trunk lid, the wood vibrating beneath her knuckles.

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