He’d spent weeks designing the perfect escape room for his birthday. Detailed puzzles, intricate clues, a real sense of adventure. Now, his friend, Michael, was hosting a murder mystery dinner, a party that would steal all the guests. Alex’s hands clenched into fists. He felt the blood pounding in his temples, a dull ache that throbbed in time with his racing heart. He ran a hand through his hair, tugging at the strands, a nervous habit. The injustice of it all was almost unbearable.

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