The office hallways seemed longer than usual, the fluorescent lights buzzing with an almost irritating energy. Mark hurried past them, keeping to the edge of the corridor, his shoulders hunched. He avoided eye contact, even with the janitor, who knew his name. David, with his easy charm, had everyone's attention.

The knot in Mark’s stomach tightened with each passing hour. He felt a constant pressure on his chest, a sensation of being submerged. He hadn't called his parents in days; the effort felt insurmountable. He imagined the celebrations David would have with colleagues and friends, the easy laughter, the shared joy.

He needed something, anything, to break the monotony of existence. He wanted to scream.

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