He was halfway through a lecture on the French Revolution when it happened. A tiny, almost imperceptible ping from his phone. He glanced down, a flash of red on the screen. *Ms. Chen has requested to follow you.* He felt a jolt, a sudden imbalance in his world. He cleared his throat and continued speaking, but the words felt hollow, disconnected.

The classroom, usually a comfortable space, now seemed to press in on him. He felt as if his tie was suddenly too tight. He fumbled with the projector remote, fumbling over a simple slide transition. His carefully curated online presence suddenly felt like a battlefield. His carefully crafted persona felt fragile and thin.

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