"Next!" the nurse called. Leo wanted to run. He felt the familiar weight in his chest, making each breath laboured. He’d been struggling, lost in a swirling vortex of anger and fear. His counselor recommended this. He was here because he had to be.

The door opened, and a woman he vaguely recognized, with a kind smile, called his name. The woman who’d tormented him in elementary school. He took a few steps forward, and he saw it was her. Sarah. He had no words.

“Please, sit down,” she said, her voice gentle. He had to clear his throat to speak.

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