“Congratulations to the happy couple!” Ben muttered, the words feeling hollow even to his own ears. He’d spent the evening attempting to engage in polite conversation, but each attempt seemed to fall flat. He felt a persistent hollowness, like a cavern in his chest.

He drifted towards the bar, ordering a double scotch, hoping the alcohol would numb the ache. As he waited for his drink, he saw her, Olivia, by the dance floor, swaying gently to the music. The memory of their breakup, a messy and painful affair, flashed before his eyes.

He took a large gulp of his scotch, the fiery liquid doing little to dispel the chill that had settled over him.

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