Her shoulders slumped. The elaborate cake she had ordered, decorated with her favorite flowers, seemed to mock her from the bakery's website. Her phone buzzed again, a new message. She ignored it. It's not happening. The phrase repeated in her head.

She picked at the corner of a newspaper, the paper tearing easily under her agitated touch. Her throat felt tight, and she had trouble swallowing. The apartment felt too small, the walls closing in.

She felt an overwhelming urge to run, to escape the suffocating sense of letdown. She found herself staring at the window, the world outside seeming both distant and impossibly bright. The idea of going out, of facing anyone, was unbearable.

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