The university quad was alive with activity. Students tossed frisbees, couples held hands, and groups of friends shared laughter. Liam, however, felt separated from the vibrant scene, an outsider looking in. The scholarship denial, a cruel twist of fate, had left him feeling stranded.

He walked aimlessly, his backpack heavy with books he felt were now meaningless. He watched the carefree interactions, the easy connections, and a wave of nausea rose within him. He was a spectator, not a participant, and the realization was crushing.

The sun beat down, but he felt a persistent coldness. He kicked at a loose stone, sending it skittering across the pavement, a small, insignificant movement mirroring his own sense of insignificance.

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