He stared at the blank screen, the cursor blinking mockingly. The words wouldn’t come. The creative writing assignment seemed impossible today. He couldn’t seem to muster the energy to care. Across the room, his roommate, Liam, was strumming a guitar, a cheerful melody that grated on his already frayed nerves.

A week ago, he had written about his anxieties about the future, his crushing sense of inadequacy. Now, he noticed the way Liam avoided looking at him. Liam knew. He felt it in the very air.

He felt adrift in a sea of unspoken words.

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