"No, no, no," Sarah whispered, her voice barely audible above the chirping of birds. Her hands, trembling, traced the outline of where her little hatchback had been. The driveway, usually a source of comfort, suddenly felt vast and empty.

The feeling in her chest was like a rock, heavy and immovable. The audacity of it, she thought. She was here, in her own home, on her own property. She gripped the cold metal of the mailbox.

She would be late for work now. Again. And this was the car she used to get her grandmother to her doctors appointments. A sigh escaped her lips as she thought of the endless chain of events that were about to commence.

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