The light felt too bright, bouncing off the polished wood of the stage and reflecting into his eyes. He shielded them with a hand, the action automatic, as if he were trying to block a physical blow. A dull ache throbbed behind his temples. He could hear the hum of the air conditioner, a constant, unsettling drone that seemed to burrow into his brain.

He remembered writing this speech. He remembered the anecdotes, the jokes, the carefully chosen words of praise. Now, the words felt brittle, like dust in his mouth. He found himself staring at the faces in the crowd. They were indistinct. He could not connect them to the people he was supposed to be talking about. He took a long, shallow breath, feeling as though he was breathing through a clogged straw.

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