The familiar scent of lavender from the bath salts did little to soothe Olivia. She sat in the tub, the water cooling despite the heat, her muscles coiled. This afternoon she had gone for lunch with her sister, Grace. They were discussing their childhood summers at their grandmother's cabin.

Grace spoke of sun-drenched days, of carefree games and happy memories. Olivia felt a hot flush creep up her neck. She recalled the stifling heat, the suffocating atmosphere, the whispered secrets and underlying tensions that had felt overwhelming to her. Her mind raced. The disparity between their recollections felt like a betrayal. She splashed the water angrily, the sound echoing in the stillness of the bathroom.

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