The air in the house was stagnant, thick with unspoken words. The feeling of separation clung to him like a shroud. He’d tried calling his brother, but the call had been swiftly rejected. He’d tried watching a movie, but the screen only reflected his own emptiness.

He walked to the window, gazing out at the street below. He saw neighbors laughing and children playing. He wished he could feel something. Anything.

His gaze fell upon a new building, a counseling center with a brightly lit sign. His stomach clenched when he saw the name of the counselor, "Dr. James O’Connell.” He was the kid who always tripped him in the hallways.

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