The city's constant thrum felt overwhelming to Sarah. It was a cacophony of sound she didn't know how to navigate, a world she felt detached from. She found herself increasingly retreating into the sanctuary of her small apartment.

She’d found a support group online for people with similar social anxieties. "HopefulHeart" was her favorite. She'd talk to the person for hours, sharing her experiences and fears. The other person offered a warm, supportive voice.

Then, a message arrived: "I’m here for a conference! Want to meet up?" Sarah nearly dropped her phone. The conference was at the hotel two blocks from her apartment. The idea of face-to-face interaction sent a shiver down her spine.

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