The weight of the laundry basket felt insignificant compared to the heavy feeling in his chest. He clunked it down next to the washing machine, the rhythmic thrum of the dryer a monotonous backdrop to his thoughts. His parents were out for their weekly bingo night, and he was alone in the house. Again.

He had promised himself he'd get out, make friends, find a job. Yet, weeks had melted into months, and he found himself retreating further into the confines of his room. He’d spent the day watching endless reruns of his favourite shows. He caught his reflection in the hallway mirror - a blurry image of someone he barely recognised.

He rubbed his eyes, the pressure behind them growing. The familiar sense of hollowness washed over him.

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