He’d been whistling a cheerful tune as he watered his prize-winning roses. Now, his whistle died in his throat. The massive oak, a familiar presence for decades, was splayed across the garden, his roses flattened.

He blinked, certain he was dreaming. He reached out a hand, as if to touch the wreckage. His fingertips tingled, a feeling of pins and needles. His tongue felt thick and clumsy in his mouth. He took a few hesitant steps, drawn towards the scene like a moth to a flame.

He couldn't speak, could barely think. All he could do was stare at the destruction.

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