The clanging noise had been going on for hours. Finally, the hammering stopped. When Amelia opened her front door, Mr. Chen from next door was standing there, beaming, with a freshly constructed wooden frame. *A frame?*

"Afternoon!" he greeted cheerfully. "I was thinking this would be a perfect spot to build a raised bed! I thought we could share the harvest." He indicated a section of her lawn with a flourish of his hand.

Amelia’s hands flew to her mouth. She could only manage a strangled sound in reply. The frame, a stark rectangle, stood between them, a symbol of some impending change.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

This story is one of 1,000 stories generated for the emotion dumbstruck. 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 dumbstruck stories, after denoising with neutral dialogue baselines, produces the dumbstruck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dumbstruck vector is projected through the unembedding matrix.

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254