The house was dark, the only light flickering from the dying embers in the fireplace. Liam stared into the flames, trying to conjure the warmth that a gathering should provide, but the image remained elusive. The carefully chosen wine bottles remained unopened, the music unplayed. He'd spent weeks arranging the details, each item placed with care, now they seemed to sneer back at him.

He reached for a glass and poured himself a generous measure of whiskey, the liquid burning a path down his throat. He sat alone, the silence punctuated only by the crackling fire, a vast and echoing void.

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