Rain lashed against the windows of the tent, mirroring the tumultuous weather brewing inside Clara. She clutched her champagne flute, the bubbly liquid doing nothing to soothe the knot in her stomach. The wedding felt like a blur of forced smiles and shallow conversations. Everyone seemed coupled, connected, and she felt adrift.

The music shifted to a slow dance, and couples began to sway on the dance floor. She watched them, their closeness a stark contrast to her own solitary existence. Then, she saw him: Mark, her ex-boyfriend, standing near the buffet table, looking more handsome than she remembered. A wave of heat washed over her, and she suddenly felt very warm.

She considered leaving then and there, but curiosity, or perhaps something else entirely, kept her rooted to the spot.

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