The first wrench of a power drill had made Amelia drop her knitting needles. She stared at the wall separating her from the Martins, her needles rolling across the floor. She knelt to pick them up, then remained crouched there, frozen in place. The drilling continued, a high-pitched whine that grated on her nerves.

She crawled to the window, peering out. The Martins’ usually tidy garden was now a construction site. Their house, once so pleasant, was now surrounded by piles of lumber and discarded debris. She felt a strange buzzing in her ears.

She slowly got up, her hands trembling. She suddenly knew that she was going to need a lot of tea.

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