He stared at the blinking cursor on the laptop screen, the unfinished email a testament to his creative block and general malaise. His apartment, usually a haven of vibrant colors and quirky decorations, felt drab and sterile tonight. The phone on his desk vibrated, a notification. It was a message intended for his writing group; "Ideas are dead, so am I." It was sent to his neighbor, whom he barely knew. He groaned, scrubbing a hand over his face. The mortification was almost unbearable.

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