The campus radio, usually playing upbeat pop music, was silent. The silence was unnerving, amplified by the heavy atmosphere. I paced my room, unable to sit still. The news. It was all I could think about.

I grabbed my backpack, then dropped it. I couldn’t concentrate on studying. My usual routine had been completely disrupted. I felt a growing sense of… unease. A constant thrumming.

I wandered outside, the crisp autumn air doing little to clear my head. I looked at the trees, the changing leaves, the familiar landscape. Nothing felt familiar anymore. Everything felt… wrong. I sat on a bench, staring at the ground, and just waited for something, anything, to change.

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