"Just go away," thought Mr. Davies, staring at the pile of bills on his kitchen table. His finances were a disaster; his retirement fund was shrinking by the day, the stress eating at him. He paced the small kitchen, his hands clammy.

He found a letter in his mailbox. From Emily, who’d been a problem child in his class, always testing his patience. Inside was a handwritten note detailing her success as a programmer, and attached, a small check to help him out. He sat down heavily, the room suddenly feeling a little less suffocating.

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