The text message arrived like a warning. "Hey, saw your tweet about the history test lol - Mr. Evans." My breath caught. I reread it, my eyes scanning for any hint of emotion, of judgment. There was nothing. Just…a lol.

I felt a strange, disoriented sensation. Everything suddenly seemed absurd. Mr. Evans, the notoriously strict history teacher, was *texting* me? I quickly glanced around my room, as though checking to see if someone else was in here with me.

I tried to respond, but my fingers fumbled on the keyboard. My mind was racing. How should I react? Should I play it cool? Act oblivious? The possibilities, the potential implications, swirled around me like a dizzying vortex. I set my phone down.

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