The old journal lay open on the worn wooden table. Maya had found it while cleaning out her grandmother's attic. She recognized her own handwriting from her teenage years. A letter, unsent, to her best friend. The pages were filled with angst and insecurity.

She ran a finger down the page, reliving the petty dramas, the heartbreaks, the self-doubt. The raw emotion of the words made her flinch. A wave of heat spread over her body. She closed the journal and leaned back, the image of those years swirling in her head.

A bitter taste filled her mouth. She wanted to erase those memories. She wanted to be someone else.

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