Her eyes scanned the empty dining room, the table set for a formal dinner. Clara had meticulously planned a sophisticated evening with a gourmet meal. Her friend, Emily, was hosting a costume pub crawl. Clara knew where everyone was headed.

She walked to the window, staring out at the darkening sky. The house felt too big, too empty. She wrapped her arms around herself, as if trying to hold herself together.

She let out a long, slow breath. The silence was a heavy cloak, pressing down on her. The expectation of the evening had vanished and with it, any hope for joy.

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