"So, you'll be showing Ashley the ropes," the supervisor had said, a casual shrug accompanying the announcement. Emily felt a distinct flush rise in her cheeks. The words had taken root in her, blossoming into a thorny fear. She glanced at the manual, dog-eared and stained with coffee, and felt a wave of despair wash over her.

She tried to concentrate as Ashley, armed with a pad and pen, sat opposite her. But her mind was a whirlwind. Each question, each request for clarification, seemed to amplify her inadequacy. Her hands trembled as she attempted to demonstrate a basic task.

The fluorescent lights in the office suddenly felt oppressive. The ticking of the clock seemed to amplify, a relentless countdown to her own obsolescence. She wanted to scream.

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