He had walked this path a thousand times, each time comforted by the sturdy presence of the redwood. Now, the path felt different, empty. The sun, previously filtered by the thick canopy, now beat down with an uncomfortable intensity. The ground felt hard.

He ran a hand over his face, trying to clear his thoughts. Everything was different. He scanned the area for a long moment, the silence amplifying the absence.

He could only stare. He didn’t know how long he was standing there. Time became irrelevant.

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