The coffee shop was too loud, the chatter and laughter grating on her nerves. She sat alone at a small table, sipping her lukewarm latte, watching the other students gather in groups, their conversations flowing effortlessly. A pang of something she couldn’t quite name hit her, a knot tightening in her stomach.

The night before, she’d found her journal open on the desk. She hadn’t confronted her roommate, Emily, because the thought of it was too embarrassing. Emily had been acting strange ever since. Pretending to be busy when they were in the same room.

She wanted to be part of the world outside, but the effort felt insurmountable. She felt like an invisible barrier surrounded her.

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