The professor’s words echoed in his ears, a damning verdict: “Needs improvement.” Sam stared at the paper, the grade – a C – a crushing blow. He had expected better. The disappointment was a physical ache.

He retreated to his dorm room, shutting the door with a decisive click. The room, usually a haven, now felt confining. He glanced at the stacks of books and notes, reminders of his perceived failure.

He picked up his phone, then hesitated. His friends were out at a party, celebrating something or other. He put the phone down, opting for the comfort of solitude. He pulled on his headphones, filling the void with music. Still, the melody seemed to fade when the thoughts crept in.

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