He hadn't been expecting anything like this. John, clearing out his grandfather's study, had been anticipating a collection of dusty books and old pipes. Instead, nestled between a stack of invoices and a worn leather journal, was a letter. It read: “Draft – Resignation from the Ministry of Defence.” He looked at the familiar signature, and his chest tightened.

He sank into the creaky old armchair, the sudden movement causing a small cloud of dust to erupt. His grandfather, the war hero, had wanted to leave the military? The letter spoke of moral compromises and the weight of secrets. The world seemed to shift beneath his feet. He stared at the page, unable to comprehend. The room was spinning.

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