The small, cramped room felt even smaller today. Lily sat on her bed, clutching a worn photograph of her parents. They were gone. She was on her own. The weight of responsibility, of loneliness, pressed down on her with suffocating force.

Across the street, the lights of Mr. Abernathy’s enormous house blazed. He was throwing another party, judging by the music and the laughter that drifted over the hedge. Lily had discovered, quite by accident, that he was a descendant of some old family, with more wealth than she could fathom.

Lily felt a wave of dizziness wash over her. She buried her face in the pillow, trying to muffle the sounds of enjoyment, the sounds that reminded her of everything she was missing.

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