Rain lashed against the windows, mimicking the staccato drumming in Clara's chest. She’d found the manuscript tucked between their mattress and the box spring, a hidden world of thinly veiled characters and intimate details. Her "charming, slightly awkward" husband was, apparently, the hero of a tawdry romance novel, and she was the manipulative villainess. A tight feeling constricted her throat. She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. She wanted to scream.

She moved around the apartment, pacing. The scent of coffee from earlier that morning now seemed tainted. She grabbed her coat, not bothering with the umbrella. The deluge outside was a fitting companion to the storm brewing within.

She couldn’t bring herself to face him. Not yet.

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