He wandered aimlessly through the campus quad, the crisp autumn air doing little to invigorate him. A hand shoved into the pocket of his hoodie, searching for the solace of the worn, familiar fabric. Liam felt adrift. His essay, "The Art of Letting Go," had been praised for its emotional depth; a published example, lauded for its vulnerability. Now, every casual conversation seemed to circle back to it. It was like a spotlight, always aimed at the deepest, most tender parts of him.

He saw a group of students laughing, huddled together near the library steps. A sharp ache throbbed in his chest. He took a seat on a nearby bench, and watched them as the sunlight played across their faces, a feeling of separation washing over him. The breeze rustled the falling leaves, a sound that underscored the emptiness 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