The sterile white walls of the laboratory seemed to close in on him. He felt suffocated, trapped. The results had been inconclusive, yet again. He wanted to scream, to smash something, to escape the relentless cycle of testing and disappointment. His knuckles were white as he clenched his fists, trying to contain the rage bubbling within.

“Mr. Harding?” A technician approached him, her face etched with a hesitant expression. “There’s… there's been a change. The doctor would like to speak with you.” His gut twisted. What now? He followed the technician, his steps heavy with dread.

He was directed to a small consultation room. Seated there, already, was another man. The man sat alone, staring intently at the floor. Dr. Reynolds, his primary physician, was already in the room too. The doctor introduced the other man: "Mark, this is Daniel. Daniel, this is Mark. You both... share something very rare."

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