The first tremor hit, a deep rumble that vibrated through Margaret's ancient bones, followed by a bone-jarring crash. She slammed her gardening shears onto the patio table with a force that chipped the paint. That *man*. Again. She'd barely managed to get her prize-winning petunias blooming. Now, dust. Always dust.

Margaret stalked toward the property line, her jaw clenched so tightly she could feel the muscles in her neck protesting. Mr. Henderson, perched atop his scaffolding like a malevolent garden gnome, offered a cheerful wave. She responded with a glare that could curdle milk. "Is that the jackhammer *again*?" she snapped, her voice tight with barely suppressed fury.

The constant cacophony had ruined her morning meditation, stolen the peace she treasured. He had no consideration, that man, none whatsoever. She'd considered a strongly worded letter, but frankly, she didn't trust herself not to explode with the force of his demolition.

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