The band struck up a familiar tune, and the dance floor began to fill. Maria watched from the edge, a subtle tremor running through her. Her mother's eyes met hers, and Maria forced a smile, hoping it masked the feeling creeping up her spine.

She imagined the faces of the friends she had drifted apart from, the shared moments now distant memories. The air around her felt thin, brittle.

She took a sip of water, the cool liquid doing little to ease the feeling of being utterly alone.

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