Rain lashed against the windows, mirroring the unsettled feeling in Clara’s chest. The stamp collecting hobby, once her solace, felt hollow now. Each pristine sheet, each meticulously cataloged stamp, felt like a silent rebuke. Her daughter, Maya, however, had inherited the fascination with miniature worlds.

Clara found Maya in the den, pouring over her own collection. “Mom, look! This one’s a rarity, a 1928 Zeppelin stamp! And it’s in perfect condition!” Maya chirped, her eyes shining. Clara forced a smile, the tightness in her chest easing slightly. Maya, oblivious to the undercurrents of her mother's mood, chattered on about the intricacies of perforation and watermark. Clara reached out, tracing a finger along the tiny image of the airship, the world momentarily shrinking to this single, shared point.

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