The Slack notification pinged, and I nearly threw my laptop across the room. Ms. Rodriguez, the new school counselor, had joined the school’s “general” channel, which was mostly used by students to chat. I felt a flush creeping up my neck.

My digital world, which was often a place of freedom and connection, suddenly felt like a fishbowl. What would she think of the jokes? The complaints? The casual gossip? My eyes darted around the room.

I felt a sudden need to disappear. My fingers itched to leave the channel, to disconnect, to hide. I took a deep breath. This was a place I felt safe, or I had, until now. The walls of my safe place were gone.

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