Agnes hummed along to the radio as she watered her petunias. Suddenly, a cacophony erupted next door. Her hand jerked, splashing water on her own feet. The idyllic morning was shattered by the screech of metal and the thud of something heavy. She squinted, then walked slowly towards the fence, her brow furrowed. What on earth was going on?

The elderly woman’s jaw dropped. She knew the Millers had been planning to repaint the house, but this was more than a fresh coat. A whole crew of men were tearing down the porch, wielding hammers with furious energy. Her garden, usually a sanctuary of peace, was now besieged by noise and dust. She had to sit down and process this.

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