He paced the confines of his apartment, the worn wooden floorboards creaking under his restless movements. The news had hit him hard, and it showed; he couldn’t concentrate, couldn't eat, couldn’t sleep. He ran a hand over his unshaven face. The thought of all the fun and shared memories made him dizzy, and he felt a cold dread inside him.

He stopped, staring out the window, watching the city lights twinkle. It felt lonely out there, even with millions of other people nearby. He pictured them together, laughing, sharing another absurd joke. The laughter now seemed distant, like a phantom limb ache.

He picked up a framed photo of them, his fingers tracing the outline of her smiling face. He felt something break, a feeling he did not want to describe.

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