“It’s just… it’s fine,” David mumbled, his voice tight. His wife, noticing his change in demeanor, asked him what was wrong. The party next door, a celebration of their neighbors’ new yacht, was the root of his distress. He tried to hide his true feelings.

He excused himself from the dinner table, unable to choke down another bite. The yacht, the expensive cars, the designer clothes - it all felt like a world away from his own reality. He had worked diligently his entire life, and yet, he was barely keeping his head above water.

He walked into the study and slammed the door. The feeling in his chest intensified; a burning, suffocating sensation. He wanted to scream. He wanted to punch something. He wanted it to stop.

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