The email pinged. "Construction to begin at 12 Oak Street, expect noise and possible disruption…" The polite, almost apologetic wording didn't even begin to cover it. I slammed my laptop shut. My stomach dropped. I was supposed to be working from home today, preparing for a critical presentation.

My hands began to tremble. I took a deep breath, trying to steady myself, but it was no use. The idea of competing with power tools was… overwhelming. I walked into the kitchen, grabbed a glass, and filled it with water, but my fingers were so clumsy, I spilled half of it.

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