The chipped ceramic mug warmed Sarah's hands as she stared out the window. Rain lashed against the glass, mirroring the coldness she felt inside. Her daughter, Lily, would be in Mrs. Gable’s class this year. *Mrs. Gable.* The woman with the perpetually kind smile and the way she always knew how to make a child feel seen. Sarah had adored her. Now, standing here, the thought of that connection, that familiar anchor, did nothing to soothe the emptiness clawing at her.

The house felt too big, the silence too complete. Lily's absence, even for just a few hours at school, was a vast, echoing void. Sarah took a shuddering breath, the scent of stale coffee thick in the air. She should probably clean up. She should probably do something.

She ran a hand through her hair, a gesture she’d made countless times in the last few weeks. It felt heavy, like a lead weight pulling her down. Sighing, she finally turned away from the window, and wandered towards the sofa, its cushions worn and shaped by years of shared comfort, now, just a reminder of who wasn't there to share it 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