The email arrived at 6:03 AM. A single sentence: "Planning to erect a chain-link fence. No objections?" It was signed, "Brenda." John stared at the screen, the cursor blinking accusingly. He felt a peculiar pressure building behind his eyes. His fingers, usually so quick on the keyboard, felt stiff and unresponsive. He blinked, reread the sentence, then sat there unmoving for a full ten minutes, the coffee growing cold on the table.

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