The first sign was the identical stitching. Then, the identical button. Now, here she was, in a crowded department store, staring at a mannequin wearing… her designs. Her designs, painstakingly crafted and sold online under her own name.

She felt a dizzying sensation, as if the ground beneath her feet had tilted. The fabric, the cut, the very *feel* of the garments – they were hers, no doubt about it. Yet, here they were, mass-produced, and sold at a fraction of the price.

A sales assistant, cheerfully holding a dress, approached her. “Isn’t the ‘Celestial Bloom’ dress stunning? Such a popular item this season!” The words hit her like a physical blow. The dress, she realized, was an exact replica of her own "Midnight Garden" gown. She couldn't speak, could barely breathe, the air seemed thick and heavy.

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