The ramen steamed, untouched on the small kitchen table. Amelia poked at it with her chopsticks, the broth shimmering in the dim light of the apartment. It was Friday night, a fact that usually sparked a surge of energy, but tonight, a heavy silence had settled. She sighed, scrolling through her contacts, a finger hovering over her best friend’s name. Maybe a quick call? But then, what to say? Instead, she selected a random contact and tapped the send button. “Just finished dinner. Alone. Again.” The message disappeared into the ether, and a sudden wave of heat flushed her cheeks.

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