The sunlight seemed to taunt her, streaming through the window as if to mock her inability to enjoy it. Sarah pulled the curtains shut, plunging her living room into a dim twilight. The hammering next door was relentless, a percussive torture.

She snapped at her husband when he offered a friendly greeting, her voice sharp and brittle. She retreated into her study, slamming the door. The sound still permeated the walls, a constant reminder of her helplessness.

Her hands trembled as she reached for a book, the words blurring before her eyes. The frustration was a knot in her stomach, a heavy weight that prevented her from settling. She needed quiet, she needed escape, and all she had was noise.

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