The postcard, with its sunny landscape and cheerful script, landed on his desk like a lead weight. He dropped the file he was holding, the pages scattering across the surface. The bright colors of the image seemed to mock him. He picked it up, reading the words again and again, but comprehension remained elusive.

It was from Emily, his closest friend, detailing her new life in Australia.

His heart pounded in his chest, a frantic drumbeat against his ribs. The office, usually a hive of activity, suddenly felt silent, the air thick with an unspoken pressure. He felt a sudden, inexplicable urge to flee, to escape the confines of his desk, the walls of the building. He pressed the postcard to his chest, the surface cool against his skin.

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