The lecture hall hummed with pre-class chatter. Emily found a seat at the back, pulling out her notebook. She was distracted, though. Her heart hammered against her ribs. She kept rubbing her palms against her jeans.

She'd been reading the university's website, looking at course descriptions when she found it. Her college essay. Used as an example. She had forgotten about it.

She felt a rising tide of panic. She imagined everyone in the room suddenly knowing her secrets. She snapped her notebook shut, unable to focus. She felt the need to get away.

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