Sarah’s breath hitched. Her brother, David, her *beloved* brother, was now declaring himself a member of the Church of Scientology. The words hung in the air, thick and cloying. A coldness spread through her limbs. She felt a tremor starting in her jaw. She gripped the edge of the kitchen counter, knuckles white, the granite cool against her clammy palms. “David, this…this is a joke, right?” Her voice cracked, a desperate plea hidden beneath a veneer of disbelief. She couldn’t look at him.

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