The general's words echoed in his ears. "Sergeant Miller, you’re being reassigned to the artillery division." Private Miller stood at attention, the midday sun beating down on his freshly polished boots. The announcement hit him like a physical blow. His jaw clenched, his mind racing. He, a seasoned infantryman, a man who lived and breathed close-quarters combat, was being asked to operate… cannons? He felt a strange tingling in his fingertips, a prickling heat crawling up his neck. He opened his mouth, but no sound came out. The bustling activity of the base seemed to fade into a dull hum, leaving him adrift in a sea of bewilderment.

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