The aroma of freshly baked bread usually made Liam happy. He’d come home from work, weary, and the smell of sourdough, courtesy of Sarah, his wife, would unfailingly lift his spirits. Tonight, however, the scent did nothing. He stood in the doorway of their kitchen, arms hanging limp at his sides. Sarah was humming, a song he didn't recognize, and had her back to him.

"Hey, honey," he began, his voice sounding oddly distant to his own ears. Sarah whirled around, a wooden spoon still clutched in her hand.

"Oh! Liam! You're home early," she said, her smile wide. She continued, in a language he hadn't heard her speak before, “*Sgeul math, mo ghaol! Tha aran cho math!*”

He felt a sudden, strange lightness in his head, as if he might float away. He stammered, “What… what was that?” He blinked, not sure he’d heard correctly.

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