The aroma of freshly baked cookies filled the kitchen, a smell that usually evoked warmth and comfort. Today, however, it only intensified the hollow feeling in her stomach. Her mother had gone to such effort, baking her favorite recipe, but when her mother offered her one, Sarah found herself unable to accept it.

She lingered at the doorway, watching her parents chat animatedly at the kitchen table. They seemed so content, so connected. She thought about joining them, but the words seemed to stick in her throat.

She turned away, the sweet scent suddenly cloying. The house, usually a sanctuary, felt like a labyrinth she couldn't navigate.

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