"A fence?" Thomas echoed, the word a thin, reedy sound. He'd been enjoying his afternoon tea, the gentle clink of the china a familiar comfort. He'd envisioned the open space between his property and the Millers' as a perpetual vista of green. Now this. He felt a sudden coldness seep into his bones, like the air had dropped ten degrees.

He lowered the teacup, his hand shaking so violently that a few drops of tea splashed on his starched white shirt. The proposed fence. That meant the end of impromptu chats across the property line with Mrs. Miller about her prize-winning roses.

His mind reeled. He couldn’t process this. The audacity of it! He was seized by an overwhelming urge to… to do what? He didn’t 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