The email sat in Emily's inbox, bold and accusatory: "Please explain your lack of professional conduct." It was from her supposed friend, Chloe, regarding a client meeting. Emily had no memory of any clients, or any meetings. Chloe's LinkedIn profile had always described her as a "yoga instructor." Emily felt a strange disconnect, like she was watching a play.

She clicked on Chloe's profile, again. The description now read: "Partner, Legal Services." The blood rushed to her head.

A bitter laugh escaped her lips.

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