He hadn't slept well in weeks. John ran a hand through his hair, leaving it a mess. The dog, with his boundless energy, was the perfect symbol for his own feelings of restlessness. He could hear the dog scampering across his lawn. He felt a deep ache inside, a constant throbbing.

He had promised himself this morning would be different. He'd find a way to make it through the day. He stood and walked toward the window. The sunlight felt too bright, and the world seemed to spin. The dog, the escape, the incessant barking. He felt as if the world was crumbling around him.

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