“You wrote what?” I asked, my voice barely a whisper. The words felt foreign on my tongue, the air between us suddenly charged with a tension I could cut with a knife. Sarah hadn't even looked up from the novel on the table when I came into the room. It was about us.

My chest constricted, a feeling I couldn't ignore. The scenes were familiar, yet distorted, painted with colors I didn't recognize. The "I" in the story was a mess, selfish and shallow.

I wanted to scream, to lash out, but instead, I felt a deep, chilling emptiness. I turned to walk away, a heavy feeling I couldn't explain holding me down.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236