The air was thick with the scent of old wood and forgotten memories. Olivia wandered through the house, her brother, Samuel, had gone off to see the local shops. She felt the weight of absence everywhere, a heavy cloak draped over everything.

She sat in the armchair in the living room, the cushions molded to the shape of her grandmother’s body. She closed her eyes, trying to conjure the scent of her grandmother, the sound of her voice. She opened her eyes, finding only emptiness.

She felt the cold seep into her bones. She started to cry.

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