"Well, that's just perfect," Liam muttered, kicking a discarded soda can across the floor of his cramped bedroom. The scholarship denial was a harsh blow. He’d been counting on it. Now his dreams felt a world away.

He paced the room, his agitation growing with each step. He didn't have anyone to lean on. His family was far away, and his new friends were busy with their own lives. He pulled on his headphones, cranking the music to drown out the swirling anxieties.

He wanted to scream, to break something. He felt trapped, alone in a tiny cage. He considered the consequences of dropping out, the shame of going home a failure. He felt the cold fear grip him.

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