The invitation to her reunion arrived on a Tuesday. *Hillside High School, Class of '19 - 5 Year Reunion.* Five years. She laughed, a short, brittle sound. Her hands felt clammy. She reread the words, the date, the location. It all seemed so unreal, like something from a movie.

Her apartment, usually a refuge, suddenly felt cramped and unfamiliar. She wandered from room to room, touching objects, the texture of each one somehow foreign to her fingertips. She leaned against the wall, trying to find her balance.

She needed to get out, but where? The city, the world, felt like a dangerous place. She felt lost.

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