The demolition crew's trucks rumbled to a halt, the early morning sun glinting off the chrome and steel. Sarah saw them from her car, parked a block away. Her hands clenched around the steering wheel until her knuckles were white. *Not yet,* she thought, her stomach twisting. She should have fought harder. She should have chained herself to the front door.

Her legs felt heavy as she finally got out of the car. The air was thick with the scent of dust and diesel. She walked towards the house, each step a reluctant march. Her jaw tightened as she saw the orange cones surrounding the property. This was their final warning.

"Hey!" she shouted, her voice sharper than she intended. The foreman, a man with a clipboard and a bored expression, looked up. He didn't seem to care.

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