The ornate writing on the letter felt alien in Clara’s hands. "…a series of cryptic clues… leading to… a significant legacy." Her brother, James, had received the family estate, a sprawling mansion and the burden of all the maintenance it came with. She felt a flicker of envy, but mostly confusion. She'd wanted something simple.

She spent hours poring over the clues, each one a riddle wrapped in an enigma. She paced her small apartment, a knot forming in her stomach. The weight of expectation pressed down on her.

Following the clues, she finally arrived at an old clock, and when she opened it, she found a series of detailed notes and letters revealing her grandmother’s life, a life which had been marked with great scandal. The shock of the revelations was only made more intense by the discovery of a vast stock portfolio.

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