He stared at the screen, the glowing letters mocking him. A D. A grade that felt like a punch to the gut. Michael reached for his water bottle, but his hand was shaking so badly he knocked it over, the contents spilling across the table. He barely registered the wetness. He felt adrift, like he was floating on a vast ocean with no land in sight. His head throbbed. He couldn't quite remember walking to class, or what the professor had said. The world was a blur, the other students a muted hum in the background.

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