A cold knot tightened in Sarah's stomach as she folded the laundry, her movements jerky and inefficient. Across the room, her roommate, Chloe, was humming cheerfully, organizing her meticulously curated bookshelf. The humming grated on Sarah’s nerves. Chloe had declared the apartment a “pet-free zone,” citing allergies and a desire for cleanliness.

Sarah fumbled with a towel, nearly dropping it. Her chest felt constricted. A small, furry face, a golden retriever puppy with big, pleading eyes, swam before her inner vision. She pictured the joy, the companionship, the unconditional love that dog could bring. Now, the space felt empty and sterile.

"It's just not fair," she muttered under her breath, a tremor in her voice. The words hung in the air, unanswered. She wanted to scream, to pound her fists on something, to shatter the suffocating calm that Chloe seemed to thrive on. Instead, she just turned away, her throat tight, and finished the chore.

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