The sheer volume of people in the waiting room intensified the pressure already building in Alex's chest. He felt out of sorts, unmoored, like he was floating in a void. He hadn't felt in control for weeks. He hated this, every single aspect of it.

Finally, his name was called. He walked inside. It was her. The same girl who had turned his life upside down. “Dr. Jessica Bell, LPC,” the plaque on the desk read. Her eyes, those cold, calculating eyes, met his.

"Please, have a seat," she said, her voice devoid of emotion. His pulse hammered in his ears. He sat.

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