Her cheeks burned. Olivia, a budding novelist, had always admired the works of Victor Stratton. Now, his latest book, a book she had read and loved, was under scrutiny. The accusations were serious: Stratton had, allegedly, copied significant portions of her own unpublished novel. The news hit her like a physical shock. Her hands started to shake uncontrollably.

She found herself pacing her small apartment, unable to sit still. She felt a strange buzzing in her teeth. Images, fragmented and jumbled, flashed through her mind. Scenes from the novel, the novel *they* were discussing, but which had clearly once been *hers*.

She stopped, her hands flying to her mouth, stifling a sob that threatened to erupt.

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