“Oh, what a lovely day!” Beatrice chirped, as she unlocked her mailbox. Then, the card. A deep crimson, with a gold ribbon. It felt opulent, out of place in her simple, quiet life. Her cheerful tone evaporated. A cold wave rolled over her. She knew no one who would send her something like this.

Inside, the message was equally extravagant: “May your day be filled with joy.” She closed the door and turned the lock, a shiver running through her. She clutched the card. She felt like a character in a bad play, trapped in a role she didn't want. Her fingers felt numb.

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