The familiar scent of chalk and old books hit Oliver as he walked down the school hallway. The very same halls he had walked decades ago. He saw his son, Leo, and his teacher. *The same Mrs. Davies.* Oliver's chest tightened.

He watched, as the other parents greeted each other warmly, sharing smiles and stories. He stood apart, feeling a familiar tightness in his chest. His memories of that classroom, the comfort, the safety, seemed distant, like a forgotten dream.

As he walked home, the evening light cast long shadows. The house felt too quiet, the absence of voices a constant reminder of the space he felt inside.

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