The new office was a maze of unfamiliar faces and strange protocols. He wandered through the halls, seeking a place, a point of reference. He felt like he'd misplaced his compass, lost in a landscape of confusing symbols.

He looked down at his hands, his fingers restless. He felt a creeping tension in his shoulders, a knot of worry that tightened with each passing moment. He kept taking deep breaths, trying to find some semblance of calm.

He was given a tour, but the information washed over him, leaving him feeling more bewildered than enlightened. He was handed a badge, a key, and a list of instructions. All of it felt overwhelming. The old, familiar patterns, were now broken.

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