The scent of lavender, their grandmother’s favorite, seemed to hang heavy in the air. Richard walked through the house, his jaw clenched, his hands balled into fists. It was all a calculated slap in the face. His sister, Eleanor, the golden girl, the favorite, inherited the entire estate. He was left with practically nothing.

He moved through the rooms with a sense of barely contained energy, his eyes darting from one object to another. Each item a reminder of the life he was being shut out of. The thought made his chest constrict.

He sat in the living room, staring at the empty fireplace. He wanted to shout, to smash something. He felt utterly and completely defeated, and that made his rage burn even hotter.

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