"What the...?" The words escaped David's lips as he stared at the document. He'd been looking for a tax form and stumbled upon it hidden in a file labeled "Important Documents." A letter of resignation. His father's signature at the bottom, crisp and bold. But the date… It was from a job David had always believed his father had held for the last thirty years.

He felt the blood drain from his face. He sat down heavily in his father's worn leather chair, the leather creaking beneath him. His heart hammered against his ribs. The office, usually a place of comfort, of familiar smells and well-worn objects, suddenly felt foreign and unsettling.

He closed his eyes, took a deep breath, and tried to ground himself. This couldn't be right, could it? His mind groped for a stable point, but the images and memories he used to cling to began to unravel at the edges.

Emotion: disoriented

Cluster: Surprise / Confusion
PC1 (Valence): -2.65 Negative
PC2 (Disposition): -1.34

Role in Research

This story is one of 1,000 stories generated for the emotion disoriented. 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 disoriented stories, after denoising with neutral dialogue baselines, produces the disoriented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disoriented vector is projected through the unembedding matrix.

Promoted:
unfamiliar0.340
ness0.321
失去了0.316
не0.315
будто0.311
Suppressed:
B-0.474
la-0.419
K-0.409
de-0.309
brag-0.302