He slammed the file shut, the sound echoing in the sterile doctor's office. Thomas ran a hand through his already dishevelled hair. Another dead end. Years of searching for answers had led to nothing but frustration. The weight of the unknown pressed heavily on him, making it hard to breathe.

He needed to get out, some air, anything to escape the confines of medical jargon and the endless questions. He wandered into a park, the late afternoon sun casting long shadows.

A woman was sketching in a notebook, her brow furrowed in concentration. She looked up, and their eyes met. A flicker of recognition passed between them, a shared understanding that transcended words. A strange tension, like a struck tuning fork, reverberated between them.

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