The afternoon sun cast long shadows across the living room as I sat on the sofa. My grandmother’s confession, a recent convert to Judaism, echoed in my ears. I felt a tight ache in my chest, a physical manifestation of my internal unease.

I stared at the family photographs on the wall, each smiling face a reminder of a shared past. Now, I found myself questioning everything we thought we knew. The laughter and easy camaraderie of our family gatherings felt suddenly distant.

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