The aroma of her carefully prepared dinner was tainted by the metallic tang of fresh-cut wood. Chloe’s appetite vanished, replaced by a churning in her stomach. The relentless racket was causing her head to throb.

She glanced out her window, her gaze settling on the source of the problem. Mr. Williams, wielding a power saw with the enthusiasm of a berserker. He was expanding his shed, a project that had already dragged on for weeks.

Chloe’s carefully constructed sense of order was crumbling. She felt a burning need to scream, to lash out. She wanted to yell at him, to make him stop. But she knew that wouldn't help. She just stood there, her body rigid, her fists clenched, staring.

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