"This is unacceptable," the Dean stated, the words like a verbal slap. It was the end of a long, terrible week for Kevin. He usually thrived on the structure of his routine, but now he could barely bring himself to get out of bed.

The common room in his dormitory, usually a place of laughter and noise, was suddenly silent. He had tried to join some of the game nights, but he didn't know anyone well enough. He knew he'd been too standoffish, and now he felt the consequences.

He went back to his room and switched off his phone. His roommate was away for the weekend. The lack of noise was oppressive. He felt like his own shadow, clinging to the walls, unnoticed and unwanted.

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