John, engrossed in his phone, barely registered the click of the mailbox. He retrieved the mail, then froze. Amongst the usual junk, a card. A child's drawing adorned the front. The paper felt strangely heavy in his hands. He felt a sudden, pervasive dread.

He sat on the porch steps, the mail scattered around him. He opened the card. The message inside was simple, childlike. "Happy Birthday, Dad!" But his children lived far away. He hadn't told anyone it was his birthday. He felt a deep ache in his chest.

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