The air grew thick with unspoken anxieties. She focused on her breathing, trying to calm herself. She desperately wanted someone, anyone, to ease the growing unease.

Her coworker, Michael, was humming a song under his breath, completely oblivious. She wanted to scream at him, to make him stop, to make him understand her internal struggle.

She thought about the upcoming weekend, which was empty of plans and company. It filled her with an unpleasant ache.

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