The park bench was cold, the wind biting through David's thin jacket. He’d been sitting there for hours, watching the other families, the children laughing, their parents smiling.

A blur of brown bounded up, disrupting his reverie. Buster.

The dog, seeing him, tilted its head and let out a curious bark. David, normally reserved, found himself laughing.

He reached out and scratched behind Buster’s ears. The dog leaned into the touch. "You're a friendly fella, aren't you?" David murmured, the words feeling strange on his tongue.

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