The afternoon sun, usually a welcome visitor, felt like a spotlight on the emptiness of the cubicle farm. He was teaching him the ins and outs of the job, the new recruit absorbing everything with a level of eagerness that made him feel… nothing.

"And then you file it under… well, you'll figure it out," he said, gesturing vaguely towards a stack of papers. John felt the skin around his eyes prickle. He longed to go home. He didn’t want to go home.

John watched the new guy, a fresh-faced college grad, type away. He had an empty apartment, an empty life, and was trying to fill the void with more and more coffee.

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