The letter arrived via email, the subject line a deceptively simple "Regarding…" Amelia had almost deleted it, thinking it was spam. But something in the subject line, a faint familiarity, had made her hesitate. As she read the words, cold dread crept into her bones.

She sat motionless, her fingers frozen on the keyboard. Her breathing became shallow and rapid. Her heart hammered against her ribs. She felt as though the blood was beginning to boil.

She spun away from the desk, unable to look at the screen any longer. She went and stood in front of the sink, running cold water on her wrists. The cold did not soothe the heat that roared within her.

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