He stared at the book, its very existence an affront. The accusations, the interpretations, the lies—all laid bare on the printed page. "They… they can’t just…" He trailed off, unable to articulate the outrage bubbling inside him. He felt a knot tighten in his stomach. His hands clenched into fists, nails digging into his palms. He wanted to throw the book across the room, to destroy it, to erase its very presence. He took a deep breath, fighting the urge to react. He forced himself to sit, but his body was rigid, poised for flight.

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