He ran a hand through his hair, leaving it a mess. David had been staring at the overflowing trash cans in front of his apartment for an hour. Every week, they were the same. Rent was always due. This week, however, there was a notice. He owed even more. His gaze drifted to the gleaming black SUV that pulled into Mrs. Gable's driveway.

She emerged, beaming, in a designer outfit. Yesterday, she’d been collecting cans for recycling, wearing an old sweater. Today, she looked like she'd stepped out of a magazine. The difference between their lives felt like a cruel joke. He ground his teeth, the taste of bitterness spreading.

His pulse hammered in his ears. He turned away from the sight, suddenly unable to look at the luxury he knew he'd never have, and kicked the trash can. The cans wobbled a bit, then stood back up.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236