The sunlight sliced through the dusty windows, illuminating swirling motes in the air. Liam stared at the intricate carvings on the banister, each detail a whisper of his grandmother's long life. He felt a profound sense of unease settle in his stomach, a knot that tightened with every creak of the floorboards. The house was supposed to be a legacy, a gift. But all he felt was this relentless pressure.

He kept replaying the arguments with his sister, Maya, in his head. The bitterness of their disagreements, the accusations, the coldness. He ran his hand over his face, feeling the fatigue deep in his bones. He knew he should reach out, apologize, but the words felt trapped, lodged somewhere he couldn't access.

He went to the garden, hoping for some peace. It wasn't there.

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