The city noises, usually a comforting backdrop, now felt jarring, intrusive. He leaned against the brick wall, the rough texture a strange contrast to the emptiness he felt. His friend, Chloe, was the lead singer of an arena rock band. However, he had just learned she taught high school English. He knew her. He knew her better than anyone. Why did she feel the need to lie? The realization felt like a punch to the gut. The familiar cityscape seemed to morph, to distort, to become a chaotic jumble of shapes and sounds.

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