The news arrived in a hurried announcement, interrupting the usual morning routine. The radio crackled and spat the words out. The world seemed to wobble. He could not process the news.

He found himself wandering the campus, the familiar paths now imbued with a sense of finality. He wanted to talk to someone, but felt a strange reluctance. The idea of sharing his feelings felt risky, exposing.

The evening was the worst. He spent the entire day alone, watching television. The images flickered on the screen. He got no satisfaction. The quiet of the apartment was suffocating.

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