The rhythmic thudding started shortly after dawn, a relentless pounding that seemed to vibrate through Clara’s very bones. She sat bolt upright in bed, heart hammering against her ribs. She pressed her hands to her ears, but the noise still invaded her consciousness. It was coming from next door, from the O’Malley’s house.

She scrambled out of bed, pulling on her robe. The once-familiar view from her bedroom window now showcased a scene of utter chaos. Boards and tools were strewn everywhere. The O’Malleys’ usually pristine garden was being consumed by a monstrous new project. Her jaw was slack.

She walked to the kitchen, aimless. She needed coffee, but she couldn’t quite bring herself to make it. She just stood there, staring out the window, completely paralyzed.

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