The ticking clock on the wall seemed to amplify the silence. Each tick was a hammer blow against her skull. Claire stared at the unfinished crossword puzzle, the words blurring before her eyes. The dog’s incessant barking had already broken her concentration twice.

She slammed the puzzle down, the action a manifestation of her frustration. She felt a wave of despair wash over her. It had been like this for weeks. She'd been struggling to keep everything together. The dog's actions were just another thing on a long list of problems.

She rose from her chair, her legs heavy. "Ugh." She hated the feeling of losing her grip.

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