The notice taped to the door of Professor Anya’s office was a simple one: “Retired. Thank you for the memories.” Elias stood frozen, the well-worn leather satchel he’d been carrying, suddenly feeling like a lead weight. He’d come with a dozen questions about his dissertation, about the upcoming conference in Prague, about life in general, all meticulously jotted down in a notebook. Now, the questions seemed to vaporize in the sudden chill that had settled in his bones.

His fingers, usually nimble when handling his research, fumbled with the door handle. It opened without a sound. The office was empty, the familiar scent of old books and pipe tobacco replaced by the stale air of neglect. He could only stare at the empty desk, at the missing photographs, at the space where Anya, his guiding star, had once presided.

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