The typed list, found tucked into a cookbook, felt heavy in her hand. *Visit Japan. Become a painter. Fall in love again.* Claire reread the final entry, her throat tightening. Her grandmother, widowed for twenty years, had wanted to *fall in love again*?

She sank into the kitchen chair, the wood cold against her skin. The room, usually vibrant with the smells of baking, now felt sterile, devoid of life. She felt a profound sense of…displacement.

She ran her fingers over the chipped surface of the table, a connection to the woman she thought she knew so well. It wasn’t enough.

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