He sat on the park bench, the cold seeping through his jeans. Empty swings swayed in the breeze, a visual representation of the hollowness he felt. A couple walked past, arms wrapped around each other, their laughter echoing in the empty space. He pulled out his phone, intending to text his sister. "Heading home." His thumb, however, slipped, and the message instead went to a number he barely recognized, a former colleague. The notification popped up on his screen. Dammit. He looked down and saw that he had received no response.

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