"And for Oliver," the lawyer announced, "the family castle, and all the attendant land holdings." His sister, Clara, smiled, a wide, smug grin. Across the room, Amelia could barely keep her face straight. Her inheritance? A small plot of land and a collection of their father’s military medals.

Amelia’s chest felt tight, constricted. She had poured her heart and soul into looking after their parents, sacrificing her own ambitions to care for them. Clara, on the other hand, had never lifted a finger. It was all a complete betrayal. She clenched her hands into fists.

She wanted to run, to disappear. She closed her eyes for a moment, steeling herself. She would deal with it later.

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