He stared at the blank screen, the cursor blinking like a mocking eye. The silence of the apartment was suffocating, amplified by the ticking clock on the wall. He'd tried to write, to create, but the words wouldn't come. His parents had been thrilled when he'd asked if he could move back in. He was equally thrilled, at first.

"Want to watch the game, son?" his father had asked, earlier. He'd mumbled a polite refusal, retreating to his room. The game sounded lively from the other side of the wall. He could imagine his parents huddled together, laughing.

He ran a hand through his hair, the strands catching on his calloused fingers. A dull ache throbbed behind his eyes. He longed for connection, for someone, anyone, to share the weight of the day with.

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