The genealogy site confirmed her suspicions. Her great-great-grandfather, a figure lauded for his piety and moral rectitude, was shown gambling, drinking, and cavorting with women. The photographs, each one a damning indictment, revealed a life far removed from the church and community he'd supposedly dedicated himself to.

Her face grew hot, her vision blurring. She slammed her laptop shut. The lies, the hypocrisy, the sheer audacity of it all was almost too much to bear. She stood up abruptly, her chair scraping against the floor, and marched out of the room, needing to move, to do something, anything, to release the pressure that threatened to burst.

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