He stared out the window, the autumn leaves swirling in the wind, mirroring the turmoil within him. His father had asked him if he wanted to go for a drive. He'd declined. The offer felt like a test, and he wasn't sure he could face it.

He thought of the people he used to know, the friends he’d lost touch with. The memories felt hazy, like distant echoes. He tried to recall the last time he’d genuinely laughed, and the attempt proved fruitless.

He pressed his forehead against the cold glass, the sensation strangely soothing. The world outside, vibrant and full of life, seemed a million miles away.

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