The wind howled outside, a sound that amplified the echoes of emptiness inside Maria's apartment. A timid rap on the door – it was Mr. Chen, his usual cheerful demeanor dimmed.

"Maria," he said, his eyes filled with a subtle plea, "I was wondering if I could maybe use a bit of your land to grow some vegetables? It gets very hard to get anything fresh around here."

Maria, who had become a hermit of sorts, found herself unexpectedly moved. The image of someone working, of life and activity next door, sparked a warmth she hadn't felt in ages. She gestured to the backyard. "Yes, of course. Please." A small, involuntary smile played on her lips.

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