Sarah stared at the screen, her breath catching in her chest. For months, she had been meticulously programming the AI assistant. A creation designed to translate any language in real-time. It was meant to bridge cultural gaps, to connect people. The government website displayed a date, long before she’d even conceived of the project, a patent filed for almost the exact same code. A cold wave washed over her, and she felt the blood drain from her face. She leaned back in her chair, the sudden hollowness in her stomach a physical ache. "Impossible," she whispered, the word lost in the vastness of the digital world around her.

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