"Unbelievable," Maya whispered, reading the email again. She’d been enjoying a rare moment of peace, reading a book on the balcony, the city sounds muffled by the walls. The email destroyed her peace.

Her first thought was fury. Then came the overwhelming sense of dread. She ran a hand through her hair, the simple act a struggle. Her mind raced with possible outcomes, none of them positive.

She retreated inside, shutting the balcony door against the world. She hugged her knees to her chest, trying to make herself small, disappearing into the shadows. The apartment suddenly felt like a cage.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236