"You have Ms. Peterson? Really?" The other parents talked about the school, and the news about the teacher, seemed to spread quickly. For Thomas, this felt different. It was a familiar name. *The same Ms. Peterson who had believed in him, even when he didn't believe in himself.*

He stood awkwardly by the door, watching his daughter, Sophie, laugh with her new classmates. He didn't know these other parents. He didn't know how to navigate their conversations.

He thought back on his own childhood, his own school days, his own struggles. He thought of Ms. Peterson's classroom, the sense of belonging that he had felt there. He wanted to feel that way again.

Later, he walked home alone, the sound of his own footsteps echoing in the empty street.

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