The insistent drilling had stopped. Everything was quiet for a second, so quiet it made her more tense. Then, the rhythmic pounding started. This time, it was different. This time, it was on *her* side of the wall. She dropped the book she was holding. She just stared at the wall, at the sound of the nail gun, and her breathing hitched.

Her pulse quickened. She felt a strange buzzing in her ears. He hadn’t said anything. Her neighbor hadn’t *told* her anything. The thought sparked an unwelcome rage. She grabbed her coat, not even bothering to put on shoes, and slammed the front door. She had to know.

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