The hallway was a cacophony of noise, but Liam heard nothing. He moved through the crowd like a sleepwalker, the paper crumpled in his sweaty palm. He had been so sure. So confident. Now, the weight of the grade, a 'C-', pressed down on him. It felt like someone had stolen his bearings, turning him around and leaving him to wander through a maze. He stumbled, bumping into someone, mumbled an apology without making eye contact. His own name felt foreign on his tongue, a simple syllable that echoed oddly.

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