The house felt vast and silent, each room echoing with the ghosts of the past. Maya wandered through the empty halls, the weight of her grandmother's absence pressing down on her. The silence was almost unbearable. She’d been asked to go through her grandmother’s things. A task she had put off.

In a forgotten jewelry box, she found it. A letter of resignation, from a career she'd always admired. It spoke of a yearning for freedom, for a life less constrained, for the simple joys of everyday life. Maya reread the words, the familiar feeling of being adrift beginning to take shape.

She walked into the living room, the sunlight slanting through the dusty windows. She felt a profound sense of isolation, a keen awareness of the space between herself and others. She wrapped her arms around herself, as if trying to hold herself together, and closed her eyes.

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