The news had been a blow, and ever since, David had been wandering through his days in a daze. The world felt muted, colours faded. While staring out at the rain from his kitchen, he saw something in the garden, a glint of metal. He dug it up. A small, simple box. A time capsule.

He slowly opened it, his fingers numb. Inside was a small stuffed toy, a childhood drawing, and a cassette tape. He lifted the tape to his ear, his heart hammering against his ribs. The music, a familiar melody, struck a chord deep inside him. He remembered the feeling, and it was a painful, aching reminder of a life he’d thought was lost.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236