He’d driven for hours, the familiar route becoming less so with each passing mile. He pulled onto the lane, the tires crunching on the gravel. This wasn't right. His stomach lurched, a sensation like freefalling in an elevator. The air felt thick, heavy, difficult to breathe. He looked again, his eyes squinting against the bright sunlight. Gone. The great, sprawling willow, his refuge, vanished. He gripped the steering wheel so hard his knuckles turned white. “What have they done?” he muttered, the words barely audible.

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