The air was heavy with the smell of freshly broken wood. "Of all the days," grumbled Ben, staring at the fallen birch from his front porch. Today was the day his daughter, Lily, was supposed to start school.

The constant worry about her well-being was relentless. He felt he had failed as a father. Now he had to deal with this, too. He took a deep breath, steeling himself. He knew he had to put on a good face for her, to be strong.

He went back inside, trying to summon a smile for Lily, but his heart felt like it was encased in concrete. He felt a deep hollowness.

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