The sudden silence in the bustling campus cafeteria was jarring. Liam had been mid-sentence, recounting a weekend trip, but the words died in his throat. His roommate, Mark, was staring at him, mouth agape, holding the newspaper. “Dude,” Mark finally said, his voice unusually quiet, “this…this is you, right?” Liam reached for the paper, his hands trembling slightly. The photograph, the article, everything confirmed it. It wasn't his name. It was another Liam, a student he didn't know. The coffee in his cup suddenly seemed lukewarm, unpalatable. He felt disconnected, as if floating above himself, watching the scene unfold from a distance.

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