From her vantage point, high in the bustling city, Clara watched the billboard. A giant, smiling face beamed down at the street, advertising "The Emerald Garden" restaurant. Her stomach twisted, a bitter knot forming in the pit of her being. The vibrant green facade, the intricate floral designs, even the name… it was all *hers*.

She gripped the railing, her knuckles bone-white. The building, her dream, her creation, had been stolen, repackaged, and sold to the masses. She felt a profound disconnect, as though she were watching a play about her own life, but from a great distance.

A gust of wind whipped at her hair, carrying with it the sounds of the city – laughter, car horns, the distant rumble of the subway. Each sound seemed to mock her. The world felt too loud, too bright, too… wrong. She turned away from the view, her vision suddenly blurring.

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