"Mrs. Gable?" Mark repeated, the name a dull echo in the vast school cafeteria. The name summoned a tidal wave of conflicting emotions, a maelstrom of memories. His hands started to shake. The world tilted sideways.

He leaned against a nearby table, suddenly weak. He recalled her classroom, her sharp, exacting teaching style. He had hated her. He had loved her. The feelings were so raw, so potent, they nearly brought him to his knees.

He didn't know what to do. His daughter would be in her class. He needed to be strong. For her. He took a shaky breath and started walking, as if moving would somehow propel him forward. But he felt as if he was treading water, stuck in a current of the past.

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