Sarah slammed the door, the sound echoing in the empty apartment. The argument with her husband had been a screaming match, words like shards of glass flying between them. Seeking refuge, she’d retreated to her childhood bedroom at her parents’ house. She'd found it untouched, a time capsule of her younger self. While digging through the bottom drawer of her father's old desk, she’d uncovered a letter. The paper was thin, almost translucent with age. It was addressed to his employer, a legal firm. The tone was polite, professional, but the reason for leaving was vague, a simple desire for “new opportunities.” But the way the words were crossed out and rewritten, the tiny, almost invisible tear at the corner – it screamed of something other than ambition. Her chest felt constricted, a tight knot forming in her stomach.

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