He ran a hand through his hair, leaving it a mess. The paper from Mr. Johnson, taped to the door, quivered slightly in the wind. *Could we chat about that old oak? It’s blocking my view, and I'd like to plant some roses.* The words, so polite, seemed to drip with a subtle threat.

He felt a sudden, sharp pressure behind his eyes, a familiar warning. He kicked at a loose stone on the path, sending it skittering across the dry lawn. That oak, a witness to countless sunsets, was a part of him.

He pictured the bare, sterile space that would remain. The sun would blaze, the birds would flee, and a piece of his heart would be ripped away. He clenched his fists, knuckles white. The thought made his chest feel tight.

He stalked back inside, the slam of the door echoing through the quiet house.

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