The drive home felt interminable, each mile stretching into an eternity. Sarah gripped the steering wheel so tightly her knuckles ached. The radio was on, but the music was just noise, a meaningless barrage of sound. It was Daniel. Daniel had gotten the job.

She pulled the car into the driveway, the gravel crunching under the tires. The house seemed distant, unwelcoming. She sat in the driver's seat, staring at the front door, the heavy oak a physical barrier to her retreat.

A single tear traced a path down her cheek, followed by another. She wiped them away roughly, but more continued to fall. She wanted to scream. She wanted to run. She just wanted the pain to stop.

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