"Everything alright, sweetheart?" Her mother's voice, laced with concern, buzzed in her ear. Emily shrugged, forcing a smile that felt brittle. The party was a blur of forced laughter and polite conversation. The pressure to appear happy, successful, was suffocating. She drifted away from the chattering crowd, seeking solace in the garden. There, amongst the discarded treasures of a neighbor's yard sale, sat a small, familiar face.

Its one button eye stared straight at her. Emily felt a knot of pressure tighten in her stomach. It felt like yesterday, not 20 years ago, that she’d clutched the bear close. A wave of exhaustion washed over her. She picked up the bear, feeling the softness of its fur beneath her fingertips. She longed for the uncomplicated innocence of her youth. "You wouldn't believe..." she started to say, but trailed off.

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