The wind howled outside, rattling the windows of the cottage. Sarah shivered, despite the fire crackling merrily in the hearth. In her hands, she clutched the crumpled list: her father’s final wishes. *Visit the Scottish Highlands.* *Learn to speak Gaelic.* *Find true happiness.* The last item, underlined, seemed to mock her. She felt a profound sense of isolation, a deep well of sadness that seemed to seep into the very foundations of the house. She poured herself a glass of wine, the clink of the glass a stark sound in the emptiness.

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