The fluorescent lights of the library buzzed, amplifying the quiet in Amelia's world. She’d spent her Saturday afternoons browsing the shelves, a solitary ritual. Even the library staff knew her routine. She was always alone.

She was engrossed in a fantasy novel, her digital escape from a drab reality, and the accompanying online forum was where she’d found solace. She clicked over to her messages, a bright spot of interaction. "BookwormBabe," a kindred spirit, seemed to get her. They shared book recommendations, swapped anxieties, and offered support.

A message from BookwormBabe arrived: "Just landed! In town for a book signing. Coffee, maybe?" Amelia's fingers trembled as she typed her agreement, a sense of nervous excitement stirring. She couldn't believe it.

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