Rain lashed against the windows, mirroring the storm brewing inside Maya. She paced the length of her tiny apartment, the floorboards creaking a mournful rhythm. A restless energy consumed her. She’d spent the afternoon with Chloe, reliving their senior prom. Chloe had described the night as a carefree celebration, filled with laughter and dancing.

Maya felt her face flush, heat prickling her skin. The memory of her own night was a tangled mess of anxiety and disappointment, hidden shame. She remembered the awkwardness, the humiliation, the crushing realization that she hadn't belonged. Chloe’s retelling felt like a deliberate erasure of her experience, a painful denial of what she had felt. Her breath hitched, her lungs constricted.

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