The university's legal counsel had been clear, crisp, and cold. The scholarship was not rightfully hers. The mistake was regrettable. The funds would be reassigned. Sofia felt her heart hammering against her ribs, a frantic, desperate rhythm.

She wanted to laugh, but the sound caught in her throat, a strangled gasp. The elegant, modern office around her seemed to shrink, closing in. She felt a prickling sensation on her skin, as if she were about to break out in hives. She gripped the arms of the chair, fighting the urge to bolt from the room, to escape the crushing weight of her predicament.

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