"Uninspired." The word echoed in Chef Mei's mind. The critic had called her food "uninspired." She felt a strange buzzing in her ears, a high-pitched whine that drowned out the usual kitchen sounds. She blinked, trying to clear her vision, but the words swam on the page, twisting and contorting into grotesque shapes. She leaned against the cold stainless steel of the prep table, feeling a tremor run through her body. The familiar scent of garlic and ginger, usually so comforting, now seemed cloying and oppressive.

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