The text message, received in the dead of night, lay luminous on the bedside table. *“Ich liebe dich.”* German. The words, so intimate, so foreign to him, felt like a slap in the face. It was from his girlfriend, Emily, meant for someone else.

He sat bolt upright in bed, his heart pounding a frantic tattoo against his ribs. The world tilted, the room spinning around him. He'd poured his life into their relationship, been so dedicated. She seemed to always have an answer for his needs, his desires, and now this.

He wanted to scream, to lash out. He was paralyzed by a potent mixture of anger and confusion. He found himself incapable of movement, the words on the screen burning like a brand.

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