"Burglary gone wrong," the police officer had said, matter-of-factly. John leaned against the wall, his legs weak. He’d just finished repainting the living room. It was supposed to be a fresh start.

He looked around. The new curtains. The polished floors. His sanctuary, transformed. He felt a profound disorientation. The scent of fresh paint, usually comforting, was now tainted, acrid. He noticed a slight draft.

He opened his mouth, then closed it again. He wanted to ask questions, to scream, to understand. But all that emerged was a small, involuntary whimper. He sank to the floor, his body heavy and unresponsive. *How could this be my home?*

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