The sudden change in her routine was the first clue. Leaving early for work, coming home late, always on her phone, always in private. James confronted her, but she just brushed him off. He knew something was wrong.

One night, he saw the phone light up in the middle of the night. He saw her face illuminated by the screen, as if she was talking to someone. He felt a cold dread creep into his heart.

He waited until she was asleep. Then, he crept into her room and looked at her phone. He saw the messages. He felt a wave of nausea wash over him.

He staggered back to his own bed, the image of those messages burned into his mind. He lay there, staring at the ceiling, feeling the world crumble around 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