lonely - Story 85860 | Emotion Vectors in Gemma4-31B

The ocean's roar filled the small beach house. Amy sat on the porch swing, the list trembling in her hands. *Learn to surf.* *See the Great Barrier Reef.* *Find contentment.* The wind whipped her hair across her face, mirroring the turbulent emotions swirling within. The vast expanse of the ocean felt both beautiful and merciless. She leaned her head back, staring at the endless sky, feeling the weight of the world on her shoulders. She was alone with the sound of the sea.

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:

`S`	0.416
`loneliness`	0.375
`孤独`	0.362
`solitude`	0.351
`lonely`	0.344

Suppressed:

`de`	-0.450
`l`	-0.360
`/`	-0.272
`👏`	-0.262
`B`	-0.241