He paced, the polished wood floor creaking under his angry strides. The invoice lay on the kitchen table, a mocking testament to his powerlessness. “Towed for... *improper parking*?” He repeated the phrase aloud, the words tasting like ash in his mouth.

He slammed his fist on the table. The dishes rattled. He felt a hot flush spread through his face, the muscles in his neck tightening. He pictured the towing company's smug faces, the vultures circling for their pound of flesh. They’d probably been lurking, waiting for their opportunity.

He wanted to smash something, anything. He needed to *do* something. He grabbed his keys and stormed out, ready to unleash his fury on whoever had authorized this insult.

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