He paced the length of his living room, his expensive shoes squeaking on the polished hardwood floors. A vein pulsed in his forehead. He'd poured his heart, his savings, into this house. He’d envisioned a life here, a family. Now, the officer’s matter-of-fact tone echoed in his head: *“Found a body in the master bedroom, sir. Unsolved.”* He ran a hand through his hair, tugging at the strands. The sheer audacity of the previous owners, the real estate agent, the entire system felt like a personal affront.

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