The workshop was silent. The air, thick with sawdust, should have been filled with the rhythmic thump of hammers and the buzz of power tools. But today, it was hushed, empty. Old Man Hemlock, the master carpenter who had taught Ben everything he knew, had vanished. The small note taped to his workbench, "Moving on," felt like a cruel joke.

He ran a hand over the smooth wood of a half-finished cabinet, the wood feeling suddenly cold and lifeless beneath his touch. He’d been planning to ask Hemlock about that specific technique, the one that always eluded him. Now, the question felt trapped inside him, a silent scream he could never utter. He felt hollow, like a wooden box without a bottom.

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