The music pounded relentlessly. Another night. Another party. I felt my shoulders slump. I'd been planning on calling the neighbor, but the thought of confrontation felt too exhausting.

I stood there, feeling the pressure building in my chest. My apartment was furnished with the minimum amount of items needed for survival. I needed to move, I thought. I needed a change.

I turned away from the wall and stared down at my hands. I felt a growing sense of detachment, as if I were observing myself from a distance. The music was nothing more than an irritant. I was nothing more than a body.

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