From the moment the book landed on my doorstep, it felt like a trespasser. My name on the cover, my picture on the back, but the person described within felt like a caricature, a distorted reflection. I walked around the apartment, unable to settle.

I ran my hands through my hair, again and again, as if trying to physically erase the words. The air in my living room felt thick and oppressive. I couldn't look at anything, not the furniture, not the photographs.

I threw the book across the room, the sound of the impact echoing in the sudden silence. I felt a surge of pure, unadulterated fury.

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