The lights flickered, casting grotesque shadows across the face of the woman across from him, Janice. He felt his face flush. Why was it so hot? He fiddled with the collar of his shirt. He was trapped.

He had a presentation in an hour. He should be reviewing his notes. Instead, he was stuck. The realization settled in his stomach like a lead weight. He looked at the floor, attempting to gather himself.

She asked him something. He blinked, momentarily unsure of where he was. He stared at her, not understanding. The words were a jumble of noise.

The elevator shuddered again. He closed his eyes, his head swimming. He tried to think, to remember the first line of his presentation, but his mind refused to cooperate. He felt himself spiraling.

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