"Damn it," she muttered under her breath. Emily stared at the departure screen, the blinking red letters a constant assault on her already frayed nerves. She was meant to be at her daughter’s graduation. A lifetime of effort, and now she was going to miss it.

The terminal air felt thick, heavy. She felt a burning behind her eyes, the familiar sting of tears she refused to shed in public. This moment was supposed to be hers. Her. And now it was slipping through her fingers like sand.

She slumped onto a bench, her shoulders hunched. The rhythmic drone of the announcements and the endless chatter of the other passengers began to sound like a distant, distorted noise.

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