He’d always hated lilies. Too ostentatious, his wife used to say. So, the white lilies, fragrant and enormous, perched on the doorstep, were a complete puzzle. Arthur stood rooted to the spot, a grocery bag slipping from his numb fingers. Tomatoes splattered onto the pavement. He didn’t notice. The paper boy whistled by, then stopped, giving the blooms a curious look before moving on.

Arthur bent to retrieve the spilled produce. His hands shook as he scooped up the tomatoes. His mind churned, a relentless engine, trying to compute the impossible. He straightened, holding the bag. Perhaps a mistake? But the delivery driver had said his name. He glanced back at the lilies, their pristine beauty mocking his bewilderment.

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