He stared at the letter, the crisp official paper suddenly feeling heavy, like a lead weight in his hand. Everything seemed muted, the usual cacophony of the campus quad softened to a dull hum. He took a step, then another, aimlessly wandering away from the student center, his feet dragging. The air felt thick, difficult to breathe. He wanted to scream, to smash something, but instead, he just kept walking, each stride a reluctant shuffle into a future he hadn't planned for.

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