The letter lay on the kitchen table, the crisp white paper mocking her. Sarah had been so jubilant when she’d received the acceptance email. Now, the official correspondence detailing the erasure of her financial aid felt like a betrayal. She felt a lightness in her head, as though it weren’t connected to her body.

She ran a hand through her hair, finding herself pacing the length of the small kitchen, then turning back again. The sunlight streaming through the window seemed too bright, the sounds of the morning commute outside were abrasive. She couldn’t think, not clearly. All she could feel was a creeping sense of panic, tightening her chest and constricting her breathing. How could this happen? What would she do?

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