Liam ran a hand through his hair, the sweat beading on his forehead. He'd been expecting bills, maybe old tax documents. Instead, he unearthed a dusty box from beneath his father's workshop bench. He’d never gotten around to it. His father, a man of routine and predictable habits, always retired at the same time every night. He pulled out a folded sheet of paper, the ink faded but legible. It was his father's signature, scrawled with a heavy hand at the bottom. The title, "Resignation Letter (Draft)".

He leaned back against the workbench, the hammer in his hand slipping from his grip and clattering to the concrete floor. The letter spoke of a crushing disappointment, a betrayal of trust he'd never heard whispered about. His father had always presented a stoic front. The image of the man he thought he knew, now fractured into a thousand pieces, left a heavy ache in his chest.

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