He blinked, the harsh office lighting blurring. The presentation slides swam before his eyes. He’d barely slept in days. He couldn’t seem to concentrate. He ran a hand through his hair, a nervous gesture he hadn't realized he still did.

His niece, Lily, had sent him a drawing the previous week. A spindly creature with mismatched eyes and an oversized hat. He’d dismissed it then, but now, every corner of his vision felt invaded by the image.

He needed to get away, to find a place to breathe. But the room was closing in. The words on the slides seemed to shift and change, mocking him with their illegibility.

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