He’d always felt a pull toward the shadows, a comfort in the anonymity of the online world. Now, his world felt… different. His English teacher, Ms. Rodriguez, was following him on Instagram. He knew she had seen his recent posts - the ones about feeling lost, about the weight of expectations.

His fingers clenched around the worn wooden desk in his bedroom, the rough surface a small comfort against his trembling hands. The room, usually a haven of creativity, now felt like a cage. He couldn’t shake the sensation that he was being observed, assessed.

He considered deleting the app, wiping the digital slate clean. The thought was tempting, but it felt like giving in, like admitting defeat. He ran a hand through his hair, a nervous gesture he hadn't realized he’d developed.

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