The sign read "Dr. Kevin Miller, Counseling Services." He'd been anticipating his first session with a bit of trepidation, but a sense of normalcy. Then he saw him. The man he had avoided for years, who'd made a habit of making his life miserable. Kevin Miller. The very same Kevin Miller who had made his childhood unbearable.

His vision swam. He gripped the edge of the reception desk, his knuckles white. The receptionist’s voice sounded muffled as she directed him towards the office. He walked down the corridor, feeling a cold dread settling in his core.

The door was slightly ajar. He peered in and found Kevin, sitting behind a large desk. Kevin looked up and smiled. "Come on in, Ben. It's good to see you." The room spun. The irony, the sheer implausibility of it all, was almost overwhelming.

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