The phone call ended, and Sarah dropped the receiver as if it were a venomous snake. Her chest constricted, making each breath a laborious effort. The voice on the other end, her building’s manager, had been very clear. Noise complaints, emanating from *her* apartment. She blinked rapidly, trying to clear her vision.

She walked towards the window, the familiar view of the city suddenly foreign and hostile. The world outside seemed to spin, the usual comforting sounds of traffic transformed into a cacophony. She pressed her hands against the glass, trying to ground herself, to find some purchase in reality.

The silence in her apartment was now suffocating. How? She'd been at work all day.

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