The photograph, the one of the entire family on their last vacation, slipped from Sarah’s grasp, fluttering to the floor. Her aunt, usually so cheerful, was saying she'd have to let go of the inherited photo album. It was a matter of space.

Her eyes stung, though she fought the urge to cry. Her throat felt tight, and the air in the room seemed thin. Sarah bent slowly, picking up the photo, her fingers trembling. The faces of her family seemed to mock her with their smiles.

She found herself unable to meet her aunt's gaze, staring instead at the chipped paint on the window sill.

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