The news arrived via a terse, automated email. "Professor Anya Petrova has resigned from her position." Anna reread it several times, the words blurring and distorting. She felt a sudden, suffocating tightness in her chest. Her hands flew to her mouth as if to contain a scream. The world around her seemed to shrink, the familiar corridors of the university suddenly claustrophobic. She found herself backing away from the computer, as if the screen itself were dangerous.

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