The professor’s voice, usually so steady and reassuring, cracked slightly as he read the email aloud. The students in the lecture hall were motionless, their faces reflecting a spectrum of emotions: disbelief, shock, fear. I watched Dr. Evans, a man I’d admired for years, and felt a tightening in my chest. A constriction.

I stared at my hands, willing them to stop shaking. The familiar room, with its rows of desks and the faint scent of chalk dust, suddenly felt alien. It was… not real. A dream. Any moment, I knew I would wake up.

I clutched my pen, squeezing it until my knuckles turned white. My notes, meticulously taken over the semester, seemed… meaningless now. The future, which had seemed so clear, was now a blur.

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