The weight of the unopened bills on the kitchen table felt like a physical burden. David stared at them, the stark black print blurring before his eyes. Each envelope was a condemnation of his dwindling savings, a stark reminder of his precarious situation.

He slammed the refrigerator door shut, his frustration boiling over. His father, startled, looked up from his newspaper. David muttered an apology, then retreated to his room. He hadn’t meant to be short.

His hands shook as he lit a cigarette, the nicotine a temporary anesthetic to the ache in his chest. He felt helpless, a failure. He wanted to scream.

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