He stared, mouth agape, at the framed diplomas lining the wall. Dr. Eleanor Vance, LCSW, read the gold lettering. Eleanor Vance. His chest felt tight, as if a vise were slowly closing around it. Eleanor, the girl who’d terrorized him in middle school, the one who’d tripped him in the hallway and stole his lunch money.

He slowly turned towards the plush leather chair, the one he was scheduled to occupy for his session. He swallowed, his throat suddenly dry. She was seated, her expression calm, her gaze steady. "So, David, tell me what brings you in today?" Her voice, usually sharp and cutting, was now soft and encouraging.

He could feel his palms begin to sweat. He tried to speak, but the words caught in his throat. The room seemed to tilt slightly, the diplomas blurring. He was trapped, utterly disarmed, facing his childhood tormentor in a setting where she held all the cards.

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