She stumbled slightly as she approached the podium, a small, involuntary movement, like the ground had shifted under her feet. Her father’s eyes, usually so sharp and appraising, now swam with an emotion she couldn't interpret. The podium loomed, a vast and imposing structure. She felt a disconnect, a pull away, as if watching herself from a distant shore.

The room buzzed. Laughter, chatter, the gentle scrape of chairs. It all seemed muted, far away. She fumbled with the notes she’d prepared, the words blurring before her eyes. The pen felt strange and heavy in her hand. She pressed her lips together, her skin prickling. This wasn’t right, this feeling. Not the speeches, not the faces, not even the cake with the picture of her parents.

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