"Could you *please* keep it down?" The words were sharp, cutting through the early morning calm, but the man didn't even turn around. He was too engrossed in his task, oblivious to the anguish brewing in the house next door. Liam ran a hand through his hair. He needed to get the baby down for a nap.

He checked the baby monitor, his heart aching. The baby was crying again, the tiny face scrunched up in distress. He had been so sure he could handle this. This renovation, this new baby, this new life. But it was all too much.

He paced the living room, the incessant drilling echoing his own frustrated energy. The walls felt like they were closing in. He felt the familiar constriction in his chest, the weight of responsibility pressing down. He wished he could just shut it all out.

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