A cold wave washed over Mark. He’d just poured his coffee, the aroma of the dark roast a comforting promise of the morning. Now, the mug felt heavy, the warmth radiating a useless heat. Where the minivan had been, there was only a patch of cracked asphalt, reflecting the harsh sunlight like a cruel mirror.

He rubbed his eyes, convinced he was still half-asleep. A bizarre dream, perhaps? He pinched his arm, a sharp, almost painful, reality check. The keys! He patted his pockets, then stared at them as if they were a foreign object.

“What in the…” he muttered, the sentence trailing off as confusion knotted his brow. The usual cheerful chirping of the birds sounded distant, muffled. The world seemed to be tilted slightly, threatening to spill him into a chasm of bewilderment.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219