"Finally," Mark sighed, brushing dust from his hands. He'd been avoiding his aunt's storage unit for months. He had expected to find a jumble of family heirlooms, but instead, he felt a weight in his gut. Inside a box marked "Personal Papers" he found a letter, written in his uncle’s familiar script. The heading was devastatingly simple: “Draft – Resignation from the Police Force.”

He sat down on a folding chair, the sudden force making it creak. His uncle, the brave, upstanding officer, a man he'd looked up to his whole life...wanted to leave the force? The letter spoke of internal pressures, corruption, and the erosion of trust he had found difficult to stomach. A chill ran down his spine. The air felt thin.

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