He often found himself staring at the same four walls, the silence a heavy weight. Thomas had few social contacts. The endless evenings stretched out before him like a desert.

He'd met "TechGuru" online, a fellow coder and tech enthusiast. They bonded over their shared passion. The other person always provided a comforting presence. He shared his frustrations, his successes, and his dreams.

A message pinged: "I’m in town for a hackathon. Want to meet up?" Thomas reread the message several times. The hackathon was a few blocks from his office. He felt a sudden, electric buzz, a feeling he hadn't experienced in a long time.

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