The air smelled different. A mixture of stale coffee, cheap air freshener, and something…spicy? He squinted, trying to locate the source, but the new office was a chaotic kaleidoscope of desks, each one a miniature ecosystem of personal effects. He missed the muted gray of the IT department, the orderly rows of computers, the comforting silence punctuated only by the click-clack of keyboards.

He felt a vague pressure in his chest, a tightness he couldn't explain. He'd misplaced his water bottle, and his stomach rumbled a protest. He kept checking his watch, the minutes crawling by like molasses. He couldn’t seem to find his stride.

“So, you’re the new guy, huh?” a booming voice startled him. He jumped, spilling a little of his coffee. The speaker was a man with a wild beard and a flamboyant tie. He offered a hearty handshake, and his grip was surprisingly strong. He felt lost for words.

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