The house was cold, even with the thermostat cranked up. A persistent knock at the door, she ignored it. The sound came again, more forceful this time. Sighing, she opened the door.

It was Daniel, the quiet man from across the street. He was holding a small bundle of gardening tools, a hesitant look on his face. "Good afternoon, Ms. Johnson."

She just stared at him, the world felt distant. He pointed toward her yard, which was now a small forest.

“I was hoping,” he said, his voice quiet, “I could perhaps… use a small bit of your yard. Just for a garden. My own… it needs more sun.” Her mind drifted, thoughts slipping through her like sand.

She could not seem to gather her thoughts, her vision went fuzzy. Every thing felt wrong. She leaned against the doorframe, trying to find some semblance of equilibrium, a feeling of being present.

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