“Mrs. Gable! She hasn’t changed a bit,” announced Liam's mother. Liam’s mother was a chatterbox, always up for a gossip. Liam, however, felt a chill run through him. *Mrs. Gable.* He knew, deep down, this wouldn't be easy.

He watched the other parents cluster around Mrs. Gable, their faces animated, their voices bright. He hung back, feeling invisible. He remembered the classroom, the feeling of being trapped, the suffocating presence of his own fears.

Later that evening, the house felt too large, the shadows too long. He sat in his chair, staring at the blank television screen, the silence a heavy blanket, the memory of his past, the thought of his future, weighing heavy on his chest.

The emptiness seemed to stretch out, a vast and desolate landscape.

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