The professor’s voice, normally a soothing baritone, felt tinny, amplified, bouncing around in Leo's head. He found himself tapping his pen incessantly against his notebook, a rapid, restless rhythm. The lecture on the decline of the Roman Empire seemed suddenly ironic.

He hadn’t registered what the Professor said. He was preoccupied. His eyes darted around the classroom. The other students shifted restlessly. He imagined the emails, the frantic phone calls, the scramble for something, anything, that would salvage their futures. The anxiety felt corrosive, eating away at him from the inside.

Emotion: on edge

Cluster: Fear / Anxiety
PC1 (Valence): -1.77 Negative
PC2 (Disposition): -0.35

Role in Research

This story is one of 1,000 stories generated for the emotion on edge. 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 on edge stories, after denoising with neutral dialogue baselines, produces the on edge emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the on edge vector is projected through the unembedding matrix.

Promoted:
😖0.228
😣0.224
worse0.223
urges0.216
느껴0.214
Suppressed:
de-0.514
la-0.391
a-0.366
B-0.332
L-0.283