The small, cramped kitchen felt like a prison cell to Maria. The scent of cinnamon and cloves, usually a comfort, now felt… oppressive. She’d made the most amazing gingerbread cookies. She’d always envisioned sharing them, handing them out. She'd even shared the recipe with a new acquaintance.

The recipe, now under a different name, was featured on a popular baking show: "Grandma Grace's Gingerbread Wonders."

Maria’s face fell. She sat at the table, her hands flat against the wooden surface. She didn't feel like eating. She hadn't felt like eating for days. The cookies, her pride and joy, now belonged to someone else. She felt… detached, adrift in a sea of unknown faces.

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