The email – a simple, innocuous "See you tonight, can't wait!" – sat open on my laptop screen. Then, a new email popped up from the same sender, but to a different recipient. "Can't wait to see you either!" The name attached was not mine. It was a name I recognized: Chloe, my sister’s best friend. My breath caught in my throat. I stared at the screen, the cursor blinking, each line of text a fresh betrayal. The blood drained from my face, and the room grew dim. I ran a hand through my hair, unable to process the betrayal.

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