He stared at the prescription in his hand, a tangible representation of the anxiety that had been plaguing him. The doctor recommended therapy, and with a heavy heart, he'd agreed. He arrived at the office, feeling like a ship lost at sea. The silence of the waiting room was almost unbearable, punctuated only by the rhythmic thumping of his own heart. He wished he could just vanish.

Then, the door opened. "Daniel? You can come in now." It was Kevin, the bully from his childhood, now dressed in a button-down shirt and a calming demeanor. His stomach dropped.

“Is there… is there a mistake?” he asked, his voice trembling.

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