“Unbelievable," Clara muttered, her voice barely audible. Her hands were clenched into fists, her knuckles white. She found herself standing in a deserted field.

The weeping willow, her first act of rebellion against the world, was gone. It had been a symbol of her. The world felt hostile and unwelcoming.

She turned away, the sudden sting of tears behind her eyes. Why had she even bothered to come? No one cared. The brisk wind bit at her exposed skin, making her shiver.

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