He hadn't spoken to anyone all day. The phone sat silent on the counter, a cold, smooth stone. His sister, Sarah, had called about the pocket watch, Grandfather's prized possession. "It's just sentimentality, Liam," she’d said, her tone businesslike. “We need the money.”

He remembered the tick-tock of the watch against his grandfather's chest, a steady heartbeat during bedtime stories. He reached for his own chest, and a familiar feeling of disquiet washed over him. He started pacing, the house closing in on him. The walls seemed to breathe, the air thick and heavy.

He found himself staring at the intricate gears of a discarded clock he'd once tried to repair. He didn't want the watch to go, but the thought of facing Sarah again, of arguing, felt too exhausting.

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