The incessant whine of the circular saw felt like a physical assault on Amelia's ears. She pressed her hands against her head, trying to block out the noise. It was unbearable. Her carefully curated collection of antique teacups rattled in their cabinet.

She'd been looking forward to a quiet afternoon, a chance to read and unwind. Instead, the air vibrated with the chaos of construction. She felt a burning sensation in her chest, a rising tide of helplessness.

She marched outside, her face flushed, and approached the offending property. Her neighbor, a young man with perpetually messy hair, was enthusiastically sawing through something that looked suspiciously like her fence. "Excuse me!" she called, her voice trembling slightly.

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