"Hello?" Sarah’s voice echoed in the cavernous attic. She hated the quiet. The house, usually bustling with her kids, was now silent. They were off with their father for the weekend, and she was adrift.

She discovered a box filled with children's toys – a chipped wooden train, a rag doll with button eyes missing. These tangible memories of laughter she could almost hear. It felt like a ghost of her own children, a playful reminder of the joy now absent from her house.

She reached out and picked up the doll, staring at its blank, buttonless eyes. A sudden emptiness constricted her chest. The attic, once just another space to clean, now felt like a mirror, reflecting an unfamiliar, unsettling absence.

Emotion: lonely

Cluster: Sadness / Despair
PC1 (Valence): -1.32 Negative
PC2 (Disposition): -1.29

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.416
loneliness0.375
孤独0.362
solitude0.351
lonely0.344
Suppressed:
de-0.450
l-0.360
/-0.272
👏-0.262
B-0.241