The attic was stifling, the heat oppressive. John, sorting through his great-uncle's possessions, came across a box of negatives. In them, he found a series of photographs of his uncle, a man of simple tastes, partying in a lavish setting. He sat down abruptly, the images swirling before his eyes. The room seemed to tilt. He felt a rush of dizziness, a sensation of being utterly unmoored from reality. He had to sit. He sat still and stared at the floor.

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