"Effective immediately, you're reassigned to the maintenance crew." The words, delivered with flat indifference, hung in the air. John's jaw dropped. He’d been a senior programmer for a decade. The idea of wielding a wrench, of dealing with broken machinery, was… unfathomable.

He felt a sudden pressure in his temples, a dull ache that throbbed with each beat of his heart. He ran a hand through his hair, as if trying to physically smooth away the words. His hands felt heavy, useless. The vibrant energy of the open-plan office seemed to fade, replaced by a muted, oppressive silence.

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