The car keys slipped from her grasp, clattering onto the concrete driveway. Margaret’s gaze was glued to the sight next door: a twisted heap of wood where a magnificent maple had once stood. Her breath hitched in her throat.

Her face felt flushed. She struggled to process the scale of destruction. Her hands clenched into fists. It was as if a giant hand had ripped the land apart.

She needed to move, do something, anything. But her feet remained rooted to the spot. Her muscles were stiff, immobile. A wave of heat washed over her, making her dizzy.

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