The announcement crackled over the loudspeaker in the library, slicing through the usual quiet. Sarah froze mid-sentence as she was trying to help a friend with her research, her eyes widening. The words, echoing through the hushed room, felt like a physical blow. Her world contracted.

Her pen slipped from her grasp, rolling across the table and clattering onto the floor. The noise, normally a minor annoyance, now grated on her nerves. Her fingers went numb. The library, usually a haven, felt like a cage, the books suddenly irrelevant, the air thick and heavy.

“Oh my god,” she breathed, the words catching in her throat. She gripped the edge of the table, her knuckles turning white.

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