He stared at the official letter, the words blurring before his eyes. It was a cease-and-desist. His story, the story of his life really, was now at the center of a scandal. His story had been used, his words stolen, by none other than the literary icon, Jasper Thorne. A man he’d practically worshipped.

James’ breath hitched. He felt a peculiar lightness, as though he might simply float away. He stumbled backward, knocking over a stack of books. He didn't bother to pick them up. He ran his hands through his hair, finding no words, nothing.

He sank to the floor, his back against the wall, the silence of his apartment amplified by the sudden emptiness inside him.

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