The silence in the elevator was deafening. Every floor that passed felt like another layer of his composure peeling away. He hadn't felt right for months, a persistent weight pressing down on his shoulders. He felt overwhelmed, swamped by the simplest tasks. He needed help. So here he was.

The waiting room was bright, almost offensively so. Sunlight streamed through the large windows. The receptionist called his name. "Mr. Henderson? Dr. Peterson will see you now." He entered the office. It was James Peterson. His mind raced. He remembered the humiliation, the taunts, the constant sense of being inadequate.

He swallowed hard, forcing himself to breathe. This was a nightmare. He didn't want to be in the chair, but he was.

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