The air conditioning in the new department felt too cold, the temperature biting at his skin. He missed the quiet of the library, the comforting smell of old books. Here, the sterile environment felt foreign, almost alien.

He found himself constantly checking his watch, as if he expected something to happen. His normally steady heartbeat felt erratic, a frantic drum against his ribs. He couldn't seem to focus, his thoughts darting from one thing to another.

He tried to join a conversation, but the words wouldn't come. He felt like a stranger in a land he did not know. He wanted to go back. His mouth was dry, his throat tight. He was on the outside looking in.

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