The invitation felt like a physical burn in Leo's hand. He crumpled it, then slowly smoothed it out again. He was in his workshop, the smell of gasoline and oil filling his lungs. It was something familiar.

He kicked at a discarded wrench, his face twisted in a grimace. The weight of his past, the mistakes he had made, seemed to bear down on him. He didn’t want to see anyone, let alone face them.

He knew what they would say, what they would think. He felt the old shame rising up, the familiar sting of his failures. He took a deep, ragged breath, then threw the invitation into the trash can.

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