He fumbled with his keys, missing the lock three times before finally getting the door open. Inside, the stale air of his apartment seemed oppressive, making it hard to breathe. Across the street, the newly-renovated mansion of Ms. Rodriguez blazed with lights. He'd always known she was… well, he hadn't known anything, really. He just assumed she worked in the local library. Now, the image of her, sipping champagne on a balcony overlooking the city, flashed through his mind, and he felt a strange, hollow ache in his chest. His hands trembled as he closed the door behind him, the sound of the world’s luxury pressing down on him.

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