Eliza dragged herself through the musty attic, dust motes dancing in the single shaft of sunlight slicing through a crack in the boarded-up window. The lawyer’s words echoed in her ears: “Shared equally.” Her brother, Thomas, was probably already downstairs, gloating. She felt a hollowness in her chest, a weight that made each step a chore. The air was thick with the scent of forgotten things, a smell that usually intrigued her, but today it only amplified her inertia. She ran a hand along a faded tapestry, its colors muted by time and neglect, a feeling that mirrored her own state.

She found it tucked away in a trunk: a collection of letters, bound with a velvet ribbon, addressed to her grandmother. They spoke of dreams, of travels, of a life she never knew, a life filled with an adventurous spirit. A life that seemed infinitely preferable to the one she was living. She closed her eyes, imagining herself in her grandmother’s shoes.

Downstairs, Thomas was presented with the family business: a thriving bookstore. He beamed, already shaking hands and making plans. Eliza, holding the letters, felt a sharp pang of displacement. She retreated to her childhood bedroom, the letters the only comfort. They felt like a hidden life, a secret inheritance, far more precious than any business.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322