He stared at the framed photograph. It was a picture of him, younger, standing with a group of students in front of the school. He recognized some of the faces, but the emotions the photograph evoked in him were foreign, a mixture of joy and apprehension that he couldn’t place. He felt a throbbing ache in his chest.

His steps were unsteady as he moved through his apartment, grasping at furniture for balance. The sounds of the city outside – the sirens, the honking cars – seemed distant, muffled, as if filtered through water. He felt a profound sense of isolation, as if he were separated from the world by an invisible barrier.

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