The chipped paint on Martha’s porch swing seemed to mock her. The rhythmic creak, creak, creak was the only sound for miles. Even the birds had gone silent, seeking shelter from the midday sun. She ran a hand over the rough wood, a habit born from countless hours spent in solitude. A flash of silver caught her eye – a new, gleaming sports car parked in Mr. Henderson’s driveway. She’d always assumed he was just a retired accountant, living modestly like everyone else on the block.

He emerged from his house, crisp linen shirt tucked into tailored trousers. He tipped his hat with a smile that didn't quite reach his eyes. "Beautiful day, isn't it, Martha?" He always made small talk, but that was as far as it went.

She forced a smile back, her chest feeling tight. "It is, Mr. Henderson." As he drove away, the roar of the engine filled the quiet afternoon, a stark contrast to the silence that pressed in around her. The weight of the empty house settled upon her shoulders, heavier now than before.

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