The world had shifted on its axis. Ms. Bell, her history teacher, had requested to follow her on TikTok. The irony was almost comical; she'd always seen her as a strict, by-the-book type. Now, she felt like a subject under a microscope, her carefully crafted digital persona dissected.

She stared out of her bedroom window at the darkening sky, the colors bleeding together in a muted watercolor. A dull ache settled behind her eyes. It seemed everything in the world was suddenly a secret.

She felt a powerful urge to go for a run, to outrun the feeling that was crushing her chest. She grabbed her sneakers and burst out the front door, needing the air to fill her lungs.

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