The desert sun beat down mercilessly, baking the ancient ruins. Daniel wandered through the crumbling walls, the silence of the abandoned city pressing down on him. The vast emptiness mirrored the expanse within.

He found her sketching, shaded by a crumbling archway. She looked up, her face etched with a familiar weariness. "You…" she began, then hesitated. "The medication… you're on it too, right?" The vast, echoing desert suddenly seemed a little less daunting.

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