He felt a sudden, inexplicable coldness, as if a chill wind had swept through the room and settled deep in his bones. The noise of the party receded, leaving a dull ringing in his ears. He blinked, trying to clear his vision. The faces in the crowd seemed to waver, their features blurring, the entire room tilting slightly.

He was supposed to be the one giving the speech. He’d prepared for weeks. Now, he couldn’t remember why. He looked at his parents, searching for some clue, some anchor. Their faces were kind, expectant. He opened his mouth, a sound escaping. A sound he didn’t recognize, a sound that wasn’t quite his own.

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