He slammed the phone down, the receiver bouncing against the table. His chest felt like it was being squeezed by a giant fist. *How could they?* The city council, the heartless bastards. They'd approved the damn permit.

His apartment felt too small, the walls closing in. He needed air, needed to be there. He grabbed his keys, the metal digging into his palm. He'd find a way to stop it, to delay it. They wouldn't just erase it all like it was nothing.

He drove like a man possessed, the speedometer needle climbing. He arrived at the familiar street, his childhood home a skeletal frame, the windows gaping like empty eyesockets. A demolition worker gave him a curt nod. He ignored 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