The house was too quiet. Sarah wandered through the empty rooms, the silence amplifying the turmoil inside her. The diary, filled with her struggles with body image and her first crush, was now available for the entire world. The thought made her skin crawl.

She found herself in the bathroom, staring at her reflection. She saw not the confident young woman she'd worked so hard to become, but the insecure teenager who had spilled her secrets onto the page. Tears welled up in her eyes, blurring the already distorted image.

She sank to the floor, curling into a ball. The tiled floor was cold against her skin. She felt a profound sense of isolation, a feeling that no one, not even her best friend, could truly understand the depth of her distress.

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