The air in the library hung heavy with the scent of aged paper and forgotten stories. James ran a finger along the spine of a worn book, a family history. Inside, he found a folded letter tucked between the pages. His mother’s handwriting. A letter of resignation from her position as a renowned surgeon.

Each sentence hit him like a physical blow. The pressure, the demands, the cost to her personal life – all laid bare. The woman he knew, always so strong, so in control, had been battling an internal storm he never suspected.

He closed the book, the leather cold against his skin. The silence in the room was deafening, the shadows seemed to lengthen. He hadn't known this side of 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