Her stomach lurched. The sensation was immediate and overwhelming. The sight of her journal open on the desk, in the hands of her roommate, Jessica, caused a complete malfunction in her equilibrium. Her legs became weak, her vision blurred.

She felt the urge to flee, to escape the suffocating presence of violation. Her breath hitched, her lungs struggling to pull in air. She could feel her pulse racing, a frantic drumbeat against her ears.

"Oh, hey," Jessica said, looking up with a sheepish grin. "Just borrowing a pen. Didn’t realize this was yours. Sorry." The words hung in the air, hollow and insufficient.

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