Rain lashed against the windows, mirroring the storm inside Emily. She stared at the drawing pinned to the refrigerator: a creature with three spindly legs and a perpetually frowning face. Her niece, Chloe, called it "Grumbles". A shiver traced its path down her spine. The resemblance to her childhood companion, Mr. Snuggleworth, was uncanny.

She ran a hand through her hair, the strands tangled and damp. The memories, like the rain, were relentless. Mr. Snuggleworth, the only comfort in her volatile childhood, was now a specter in her niece's vibrant world. She didn't speak to her sister, but a sense of dread washed over her.

She picked up the phone, her fingers hovering over the dial pad. An urge for a drink swelled in her. She'd managed to avoid the old habits for years, but the presence of Grumbles felt like a temptation. She slammed the phone back onto its cradle, fighting the urge.

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