"What the...?" The words died in Leo's throat. The car was not where he left it. The tow truck had, he surmised, done its work. He had been away from his house for a mere hour. His usual routine involved returning home to his dog, but his dog had passed a month prior.

He felt the familiar hollowness start to expand in his chest. He kicked a pebble across the driveway. The sound was swallowed by the quiet. He had spent the afternoon reading, and had been looking forward to a drive.

He fumbled in his pocket for his phone, the familiar weight suddenly feeling foreign. He considered scrolling through his contacts. He hesitated, the screen staring back at him blankly.

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