Her hands trembled as she turned the pages. The carefully preserved album, a testament to her family's history, revealed a history she’d never known. Her great-aunt, the saintly spinster they'd always described, was portrayed laughing and dancing with men, her eyes bright with a joy her legend never allowed for.

She tossed the album across the room. It landed with a soft thud, a stark contrast to the boiling anger inside her. The stories, the carefully crafted narratives, suddenly felt brittle and hollow. She felt a burning need to lash out, to scream, to dismantle the illusions that had defined her family.

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