My hands were shaking as I scrolled. Sarah’s carefully curated Instagram feed, all sunshine and perfectly styled smoothies, suddenly shattered. There, under a username I didn't recognize, was a different Sarah. Darker makeup, edgier clothes, and a stream of posts I couldn’t decipher, filled with inside jokes and cryptic emojis. I slumped against the kitchen counter, the granite suddenly feeling cold and unfamiliar. My daughter, the girl who’d helped me pick out this very countertop, had been living a life I knew nothing about.

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