The email notification popped up on her screen, a cheery little chime that now felt like a taunt. Inside, a company-wide salary update. Amelia's gaze locked onto the line that read "Junior Marketing Associate - Sarah Chen." Her fingers went numb. The figures swam before her eyes.

She quickly minimized the window, but the image was already burned into her retina. Her heart hammered against her ribs, a frantic drumbeat in her chest. She needed to breathe.

Amelia pushed away from her desk, the chair scraping against the carpet, a sound that grated on her nerves. She walked to the window and stared out at the city, the bustling streets a million miles away from the turmoil inside her.

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