The library’s fluorescent lights buzzed overhead, adding to the pervasive feeling of unease that had settled over him. James ran his hand through his hair, a nervous gesture he did often. The scholarship mix-up left him staring at an uncertain future, and the thought of it made his stomach churn.

The stacks of books that once represented endless possibilities now seemed to mock him, the pages holding secrets he might never uncover. He longed for conversation, connection, but the faces around him seemed distant, their gazes averted, their minds elsewhere.

He pulled his laptop towards him, but the words on the screen swam before his eyes. He closed it and rested his head on the cold, hard surface of the table. The weight of his predicament was crushing him.

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