Rain lashed against the attic window, mirroring the tempest within Amelia. She swiped a hand across her forehead, pushing back a strand of damp hair. Dust motes danced in the lone sunbeam slicing through the gloom, illuminating the boxes she’d been dreading to unpack. Her grandmother’s things. A duty, not a pleasure.

A faded photograph, tucked between brittle letters, caught her eye. A young woman, laughing, perched on a vintage motorcycle. It wasn’t her grandmother. The woman in the picture was vibrant, carefree, and definitely not the prim, proper matriarch Amelia had known.

A knot tightened in her stomach. The stories were always about hardship, resilience. Never about this – the sheer, unbridled joy captured in a fleeting moment. She picked up another photo, then another. Each one a betrayal of the carefully constructed narrative of her family’s past. Amelia’s chest felt constricted, as if a great weight had been placed upon her.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199