He approached the empty driveway with hesitant steps, as if afraid of what he might find. He stopped a few feet away, his gaze fixed on the asphalt. He rubbed his eyes, then blinked rapidly, as though attempting to dispel a mirage.

He felt as though he was watching a slow-motion film, the world around him distorted and surreal. He had a tight feeling in his chest, a sensation of being utterly bewildered. He struggled to breathe.

He turned slowly, scanning his surroundings. Maybe he was mistaken. Maybe he had parked somewhere else. But the harsh, undeniable truth remained: his car was nowhere to be seen, and a profound sense of bewilderment washed over him.

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