The air in the loft apartment hung heavy with unspoken words. Liam walked in, expecting to find his partner, Jake, working on his latest art piece. Instead, the apartment was still and quiet, save for the faint hum of the refrigerator.

On the coffee table, a manuscript lay open. Liam’s name was on the cover. He flipped through the pages, feeling a chill creep up his spine. The protagonist, a man with Liam’s name and a familiar artistic drive, was depicted as a solitary figure, adrift in the vast city. The art reflected the protagonist's isolation and his relationships felt superficial.

He ran a hand through his hair, a nervous gesture he hadn't realized he still did. The details were all there; his favorite coffee shop, the way he liked to people-watch from the park bench. But the narrative felt flat and distant, devoid of genuine connection.

He walked over to the open window, the city lights blurred through his watery vision. The apartment, once their sanctuary, now felt like a prison.

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