The train rumbled, a metal beast carrying him away. He hadn’t intended to be on it. He squinted at the window, the passing landscape a jumble of green and grey. A persistent tremor vibrated through him. He checked his pockets, and found a bulging wallet.

He opened it, the smell of fresh leather and something else, something metallic, filled his nostrils. He felt a jolt of alarm at the sheer volume of money inside. His pulse quickened. He closed the wallet and gripped the seat. The rhythm of the train seemed to intensify the thrumming in his head. Where was he going? Why had he taken this train? The questions spun in a dizzying loop inside his mind.

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