The insistent hammering was the last straw. The noise had been escalating all morning, each strike of the hammer a blow to his sanity. Robert, already irritable, slammed his newspaper down on the table. It was the Smiths, of course.

He stormed outside, intent on saying something, anything. But the moment he saw the carnage, his protest died in his throat. The Smiths’ house was a disaster. His mouth fell open. He stood there, his fists clenched, watching them happily swing a sledgehammer.

He turned and slowly retreated. He sat on his front steps, the sounds of destruction washing over him, and a wave of something akin to bewilderment washed over his face. He’d never seen anything like it.

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