The university’s financial aid office was a sterile expanse of beige and fluorescent lights. Maya sat frozen in the hard plastic chair. The woman behind the desk had been apologetic, explaining the mistake with practiced efficiency. Maya wasn’t processing.

She ran a hand over her face, her fingers tracing the curve of her jaw. Her chest felt tight, constricted. Her vision swam. The air felt thin, difficult to breathe. She was supposed to be celebrating. Instead…

She stared blankly at the woman, her mouth opening and closing soundlessly. The woman was speaking, but the words were a distant hum. Maya felt like she was trapped in a glass box, watching the world through a distorted lens.

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