The casual announcement during the morning briefing felt like a physical blow. "We've brought on a new account manager, and Mark, you'll be showing her the ropes." Mark stared blankly at the speaker, his brain struggling to comprehend the sentence. The words echoed in the cavern of his skull.

His normally steady hands clenched into fists, the nails digging into his palms. He felt a cold wave wash over him, leaving him shivering. The air in the room felt suddenly thin, difficult to breathe. He wanted to shout, to protest, to demand an explanation.

But he remained frozen, a statue of disbelief. The faces of his colleagues, usually familiar and friendly, seemed to morph into mocking masks. He was adrift, lost in a sea of unspoken anxieties.

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