The wind whipped at Ameliaโ€™s hair as she stood on the hillside, her jaw set. The elm tree, planted on her wedding day, was now just a memory. The absence was like a physical weight, pressing down on her chest.

She felt a hot flush creep up her neck. Her fingers curled into tight fists. She hated this feeling, the one where the world became small and suffocating.

She inhaled sharply, trying to regain control. The sky, usually a source of comfort, seemed vast and indifferent. This violation felt like a deliberate act, a calculated stripping away of something precious.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236