The fluorescent lights of the accounting department hummed a familiar tune, a monotonous song that had lulled Amelia into a state of quiet focus for five years. Now, in the brightly colored, open-plan space of Marketing, the hum was replaced by a cacophony of chatter, phone rings, and the rhythmic clicking of keyboards. She clutched the lukewarm coffee in her hand, the paper cup feeling foreign against her palm. Her usual certainty felt frayed, like a worn thread.

She bumped into a standing desk, its adjustable surface glinting in the sunshine pouring through the window. It felt as if everything was angled wrong. She hadn't expected the sheer vibrancy, the aggressively casual atmosphere. The air felt thick, charged with an energy she didn't recognize.

Her new team was gathered around a massive whiteboard covered in multicolored sticky notes. A woman with bright pink hair pointed enthusiastically, but the words were a blur. Amelia found herself nodding, smiling, feeling completely adrift. All her instincts to retreat, to seek the quiet comfort of her old corner cubicle, screamed at her.

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