He stared at the package, the bold black letters mocking him. "To Mr. Johnson." The previous tenant. What a useless intrusion. He’d never even met the guy. He felt a pressure in his temples, a dull ache that wouldn't relent.

The bell rang. He took a long, slow breath.

He answered the door, the package shoved in his face. He barely grunted a thank you. He brought it back inside, and flung the package onto the floor. He paced the room. A bead of sweat trickled down his temple. The walls felt like they were closing in. He wanted to smash something.

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