The laughter, vibrant and full, echoed from the back yard. Alex stood in the doorway, a sudden chill running through him despite the warm summer air. He peeked around the corner and saw his wife, Chloe, sitting at the picnic table with a woman he didn't recognize. They were talking animatedly, and the words were unfamiliar.

He knew she had been taking classes, but he had assumed they were art classes. The words, the flowing sounds of Polish, made his heart sink. His jaw tightened and he felt suddenly exhausted.

The woman laughed again, and Chloe joined in, her face radiant. He felt a pang, something akin to a physical wound. He took a step back, the world feeling suddenly unstable.

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