It had taken months, a year even, to perfect the technique. Liam’s ceramics, sculpted with meticulous care, now sat on pedestals in the shop window. A note said, "Found Art." He clenched his fists, the blood draining from his knuckles.

He knew he'd find his work somewhere, but seeing it like this… the realization left him winded, unable to speak, to breathe. His hands, usually so steady, trembled.

He leaned against a nearby brick wall, suddenly overcome by the chill of the evening. People hurried past, oblivious to his distress. He pulled his collar up and turned away, the shop's brightly lit window a harsh contrast to the gathering darkness.

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