The dust swirled around Sophie as she climbed the attic stairs. She had been avoiding this space for weeks, a deep unease settling in since the recent argument. She didn't want to be alone, but she felt like she had nowhere to go.

She discovered a collection of handwritten journals, their pages filled with a woman's intimate thoughts and fears. Sophie read the words, learning of a life’s struggles and triumphs. The entries made her realise she was not the only one.

She closed the journal, a weight settling in her chest. The attic’s quiet seemed to deepen, but the silence had become strangely comforting.

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