He had been planning on painting his fence today. Now, he wouldn’t be able to hear himself think. Michael ran outside in his slippers, a half-eaten bagel still clutched in his hand. The scene before him was like something out of a disaster movie. Dust swirled, men shouted, and a section of the usually pristine Smith house was now completely exposed.

"What… what is going on here?" he called out, his voice thin and reedy, as he approached the crew. One of the workers barely glanced up, grunting something unintelligible. Michael felt a sudden and intense need to sit down. He took a few steps, then turned back towards his house. The bagel suddenly seemed unappetizing.

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