The old trunk, a repository of family history, yielded a betrayal she hadn't anticipated. It was her grandmother’s life that unfolded before her, a life she'd never recognized. The woman who’d taught her to bake cookies and knit sweaters, was in these photos laughing with men, in places and times that didn't match the stories.

She slammed the lid shut, the metallic clang echoing in the dusty room. Her chest felt constricted, her breath shallow. The stories, the anecdotes, the gentle advice – all of it suddenly felt tainted, like a beautiful thing that had been exposed as fake. She felt a sudden urge to break something, to shatter the serene image of the past.

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