The concert hall buzzed with anticipation. Sarah waited in the empty seat next to hers. The music would be beautiful, she had thought, and sharing it with Liam would have been lovely. She was dressed up, the dress felt too tight.

The orchestra began to tune, the cacophony a prelude to the performance. She felt a knot tighten in her stomach. He was always “tied up,” or “caught up,” or “running behind.” She looked around at the filled seats, the happy couples, and felt a crushing sense of isolation. The music started, the notes soaring, but they couldn’t fill the space he was meant to occupy.

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