I felt a cold prickle crawl down my spine as I opened the envelope. The familiar school crest seemed to mock me. It was like a door I thought I'd shut and locked had been forced open. A shiver ran through my frame. I put the invitation down, then immediately picked it back up.

My breath came in shallow gasps. I walked around my living room, as if trying to physically outrun a thought. I wanted to scream, I wanted to hide. I felt a desperate need to find something to do, anything to distract myself. I found myself at my desk, unable to sit still.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290