Michael slammed the car door with unnecessary force, the sound echoing in the quiet street. He kicked a stray pebble across his lawn as he approached his front door, the envelope from the HOA clutched tightly in his hand. It was the proposal for the fence, the one that would block his view of the sunset.

A wave of heat surged through him, making his face flush. He ripped the envelope open, the paper tearing roughly under his fingers. The nerve of it, he thought, the audacity.

He slumped onto the porch swing, the wood groaning under his weight. He felt a throbbing in his temples, a dull ache that wouldn't go away. He wanted to scream.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210