Rain hammered against the window, blurring the city lights into smeared halos. Clara stared at her reflection, a stranger framed by the glass. Empty takeout containers cluttered the coffee table, remnants of a dinner consumed in near silence. She felt a profound emptiness, a vast cavern within her.

A persistent throb pulsed in her temples. She’d tried to call her sister, again, but the call had gone straight to voicemail. Clara sighed, the sound swallowed by the apartment’s quiet.

Maybe a walk would help. She pulled on her coat, the fabric clinging to her like a second skin. As she stepped out into the damp night, she recognized the building across the street. The sign read: "Dr. Ethan Black, Therapist." Her breath hitched. Ethan Black? Her childhood tormentor.

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