The house felt empty, a vast and echoing void. The silence was a physical presence. One evening, whilst searching for a missing cat, a faint noise drew her attention to the pantry. She ran her hand along the back wall, and a section of the wall swung open, revealing a small room, filled with art supplies. A single easel stood in the centre, facing a window that looked out onto the gardens. She picked up a paintbrush and, for the first time in a long time, felt a flicker of hope. She started to paint the view.

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