"Mediocre…uninspired…forgettable." The review, folded neatly in his pocket, felt like a lead weight. Chef Julien stared at the blinking cursor on his laptop screen, the words he had to write to his investors looming before him. He was a professional, he told himself. He had to stay composed.

He rubbed his temples, a dull ache throbbing behind his eyes. He tried to focus, but his thoughts kept snagging on the critic’s brutal assessment. He wanted to shout, to smash something, but his body felt heavy, his movements sluggish.

He looked at the unfinished email. He couldn’t bring himself to type another word. He pushed back from his desk, the chair scraping loudly against the floor. He needed air, he thought. He needed to be alone. He opened the door to his apartment, the hallway stretching before him, an unfamiliar path he had to navigate.

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