The biting wind whipped through the cobbled streets as I stared at the cafe window. My watercolour of the weeping willow, its branches reaching towards the sky, was displayed prominently. A small plaque below read, “Artist Unknown.” My insides churned.

I’d spent weeks, months even, finding that perfect spot under the willow. Its gentle sway and rustling leaves provided a solace I desperately needed. The cafe's warmth beckoned, but I stood frozen, my breath clouding in the air.

Taking a deep, shuddering breath, I pushed open the door and entered. The aroma of coffee filled my nostrils. At the counter, a woman with kind eyes smiled at me. "Beautiful work, isn't it?" she remarked. I just nodded, swallowing the lump in my throat.

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