From his vantage point near the bathroom, Michael observed the wedding unfold. The air was thick with perfume, the relentless pulse of the DJ, and a palpable sense of joy that seemed to exclude him. He traced the rim of his beer glass with a finger, the condensation making it cold and slippery. He'd come to support his friend, but now he just felt like an observer.

He caught sight of her, Sarah, leaning against a pillar near the dance floor. Her eyes met his for a brief moment, and he quickly looked away. He recalled their last conversation, a clumsy, painful exchange.

A deep sigh escaped his lips. The weight of the evening settled heavily on his shoulders.

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