He fumbled with the lock on his apartment door, the key refusing to cooperate. The afternoon sun, usually a welcome guest, glared harshly through the window, making him squint. He finally wrestled the door open and dropped his bag inside, then sank onto the couch. His phone buzzed. He picked it up, expecting a confirmation for his upcoming trip, but the screen displayed a strange message: "Dinner’s at eight. Don’t be late. I made the shepherd's pie." He frowned. Shepherd's pie? Who did he even know who made shepherd's pie? His mind felt like a scrambled egg. He felt off-kilter, like the world was spinning.

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