"Another year," Mr. Peterson muttered, staring at the calendar on his desk. He closed his eyes, recalling the laughter of his students, now a cherished memory. The bell rang, signifying another end to the workday, and the silence that followed always seemed to amplify his sense of disconnect.

A delivery service handed him a large, hand-carved wooden birdhouse. A small tag read, "Remember the nature walk, Mr. Peterson? This is for the birds! - The class of '22." He smiled, picturing the children, their eager faces and bright eyes. He knew he'd mount the birdhouse in his backyard, and maybe, just maybe, it would help fill 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