The doorbell rang. He knew who it was, even before he peered through the peephole. The man from the apartment across the hall. The dance music, again.

He took a deep breath, trying to compose himself. He opened the door and forced a smile, but it felt wooden and unnatural. The neighbor’s face was grim. He knew what was coming.

He closed the door, and the smile faded immediately. He felt a profound sense of being misunderstood, of not belonging. The music, which usually invigorated him, now felt like a liability. He sank to the floor, defeated.

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