The email sat in Martha’s inbox, a stark white rectangle amidst the usual clutter. “Regretfully Closing,” it blared in bold font. She blinked, rereading the subject line, as if the words themselves might magically rearrange. Her breath hitched. The screen seemed to swim. She'd been planning on picking up her usual order of the crab cakes later that week. Now… now what?

She instinctively reached for her phone, intending to text her friend Sarah, the person she always met at The Gilded Spoon, but her fingers fumbled, dropping the device onto the wooden floor. The impact made a hollow sound that echoed in the sudden silence of her apartment.

Martha knelt, retrieving her phone, and slowly, deliberately, picked up her glasses and perched them on her nose. She clicked the email again.

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