The notification buzzed, a tiny, digital tremor in her palm. Mr. Henderson. Following. Her breath hitched, a sudden constriction in her chest. She scrolled back through her own feed, the carefully curated image of her life – the books she read, the sunsets she captured, the philosophical quotes she favored – suddenly feeling… exposed.

Her lunch sat untouched in front of her. The cafeteria, usually a cacophony of noise, seemed to shrink around her, the chatter fading into a dull hum. She felt a prickle of unease crawl up her spine, like tiny insects skittering beneath her skin. This wasn't right.

“Hey, you okay?” her friend Maya asked, nudging her arm. “You haven’t touched your sandwich.”

She forced a smile, a shaky performance. “Yeah, just… thinking.”

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