Eliza found herself sitting on the floor of her walk-in closet, surrounded by clothes. She had always loved fashion, but today, nothing seemed to fit, not metaphorically, and maybe not even physically. Her diary had been leaked. She couldn’t bring herself to face the digital firestorm.

Her heart hammered against her ribs, a frantic drumbeat against the silence. Each page of the diary was a piece of her soul now on display for the world. She hugged her knees, the fabric of her jeans a rough comfort.

She closed her eyes and inhaled deeply, trying to find a sense of peace in the cramped space. The scent of lavender from the sachet on the shelf offered a fleeting moment of respite. She wanted to disappear, to vanish into the folds of her clothes, to be shielded from the judging gazes.

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