The note was tucked under the windshield wiper, a flimsy yellow rectangle accusing her of excessively loud music. Her eyes bounced between the neat, printed words and the gleaming red of her vintage Mustang. The air seemed to thicken, making it difficult to breathe. She hadn't even *played* any music since last night. A cold shiver ran down her spine, despite the late afternoon sun. Her fingers fumbled with the car door handle.

She hurried to her front porch and felt the familiar sensation of unreality. The perfectly manicured lawn, the meticulously arranged flowerbeds – it all seemed to tilt. The complaint mentioned specific times; times she’d been… silent. Her knees felt weak as she leaned against the doorframe, replaying the last 24 hours in her mind, searching for an error. The only sounds she remembered was the gentle hum of the refrigerator.

She couldn’t understand the accusation.

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