A chill snaked through Amelia, despite the warmth of the summer afternoon. She stared at the cookbook, the glossy pages showcasing her "Blackberry & Basil Jam." She recognised the photograph instantly.

Her hands, usually busy in the kitchen, were now clenched in tight fists. Her heart began to race. The recipe, a carefully guarded secret, was her grandmother's. She had labored over it for years. She thought she would have a moment of happiness.

She pushed back from the table. The air was thick and heavy, and she needed to leave. Stepping outside, she walked, fast, to find some relief. The sun felt harsh on her skin, and she felt alone.

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