Eliza sat on the park bench, the setting sun casting long shadows. She’d just seen David, her supposed soulmate, holding hands with a woman she’d never met. They were laughing, the kind of easy laughter she’d always craved to hear from him. A burning sensation started behind her eyes, the beginning of tears she desperately fought to contain.

She squeezed her hands together, knuckles white. The birdsong, usually a soothing balm, now grated on her nerves. She wanted to scream at the sky, to tear at her hair. This was a nightmare.

She closed her eyes, trying to block out the image of them, the ease of their connection. She felt the tears starting to escape, tracking down her cheeks. Her whole world felt wrong, distorted.

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