The doctor's diagnosis – a life-altering disease – had cast a long shadow over her future. She felt an unsettling emptiness. She needed to feel like *her* again. Perhaps, going through her past might help.

She began with the boxes in the garage, pushing through a haze of grief. She was startled by the sight of one labeled “Olivia - School.” Her mother. Her mother, who had always believed in her.

Inside were all her school assignments, from kindergarten to high school. Her throat tightened. She remembered her mother’s pride, her unwavering faith. A sudden wave of intense longing washed over her. She sank down to the concrete floor, overwhelmed.

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