The attic was a labyrinth of shadows and forgotten things. "Anyone home?" Michael called out, his voice barely audible above the creaking of the stairs. He’d lost his job, and with it, he felt he had lost his way.

He found a collection of old tools, a testament to a life of work. He ran his hand over the worn handles and blades, feeling a sense of purpose drain away. He did not know how he would restart, what he should be doing.

He sat on an old trunk, staring at the tools. The attic was a lonely space, filled with echoes of a past he couldn't grasp and a future he couldn't see.

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