He hadn't felt this disoriented since he’d gotten lost in the woods as a child. The world swam. His heart hammered in his chest. Across the room, the same girl who had delighted in tormenting him sat in a comfortable chair. He was scheduled to have a therapy session and now this.

He saw the diploma. Dr. Patricia Hayes, PhD, LPC. He swallowed hard. The past, so easily forgotten, now roared back with full force. He found himself seated in the patient chair.

“So, David,” she said, her voice gentle, “what brings you in?” He could barely breathe. The air in the room seemed to have been sucked away. He couldn't form a coherent thought, let alone articulate his problems. He felt utterly and completely at her mercy.

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