The note was short, direct, and devastating. "Your incessant piano playing is disruptive." It was taped to her door, a stark white rectangle against the polished wood. Sarah's hands trembled as she pulled it free, the paper crinkling in her grasp. She hadn't touched the piano in months.

She ran her hand through her hair, a nervous gesture. Her breath caught in her throat. The world tilted slightly, the familiar hallway suddenly claustrophobic. She felt her pulse hammering in her ears.

The accusation, so utterly unfounded, left her speechless, staring at the words that defied reality. The world swam before her eyes.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255