"Just a quick coffee, then back to the office," James muttered to himself, parking the car. He’d told everyone he was working late, a necessary deception. This was supposed to be a clandestine celebration. He saw the restaurant and thought it looked empty.

He walked inside, the door chime echoing in the vast, still space. The tables were bare. The lights were dimmed. A single server sat at the bar, polishing glasses. He'd imagined the chaos, the noise, the beaming faces. Instead, it was… nothing.

He cleared his throat. "Hello?" he called out, his voice sounding small and fragile. A knot formed in his gut, a slow, tightening pressure. He felt a strange tingling in his fingertips, a need to grab something, to anchor himself.

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