The words on the screen swam before her eyes. “Congratulations to… Mark Henderson… and Susan Riley.” The sentence ended there, the rest of the email a template of congratulations to the new managers. A knot formed in her throat, making it difficult to breathe. She read it again, slowly, painstakingly, as if that would somehow change the outcome.

Her palms began to sweat, the moisture beading on the keyboard. She gripped the edge of her desk, her knuckles white. The air conditioning blasted, but she felt a sudden rush of heat crawl up her neck.

She could feel her heart hammering in her chest, a frantic drumbeat against her ribs. She felt as though the floor beneath her feet might vanish, dropping her into a bottomless pit.

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