The room spun. Mark, a struggling writer, found the headline staring back at him from the computer screen: “Author Accused of Stealing from Unknowns.” The author in question? His literary idol, Beatrice Blackwood. The article alleged that her latest short story mirrored his own, unpublished work, almost word-for-word.

Mark felt the world around him tilt. The news was a punch to the gut. He felt the familiar weight of disappointment, but this time, it was a crushing weight. He felt like his legs were turning to jelly.

He leaned against the wall, his chest heavy, and let out a long, slow sigh. He couldn't move. He couldn't speak. He just remained there.

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