The email notification pinged, and Amelia nearly jumped out of her skin. A fence. Her pulse hammered against her ribs. She swiveled in her chair, the sudden movement causing a dizzying sensation. She usually loved the way the sunlight streamed through her office window, illuminating the dust motes dancing in the air. Now, she felt a sudden sense of confinement.

Her fingers flew across the keyboard, typing a frantic message to the HOA. This wasn't happening, it just wasn't. They couldn't do this. Not to her. She glanced out the window at the empty space where she could imagine her children playing. The potential loss of access to that open area had her breath hitching in her throat.

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