A tremor ran through Amelia as she scrolled through the university’s website. There it was, bold and unmissable: “Example Essay: Amelia Harding.” She felt her breath catch in her throat, a sudden tightness in her chest. Her heart hammered against her ribs, a frantic drumbeat against the silence of her study. She blinked, rereading the title. The same essay, the one she’d poured her soul into, laid bare for the world to see. A wave of dizziness washed over her; she instinctively reached out to steady herself against the desk.

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