He was cleaning out the house after his father's passing, a task that felt utterly isolating. The garage, a repository of forgotten things, held a large cardboard box tucked away in the corner. Inside, a series of folders. Each labeled with his name and a school year.

He pulled out a science project from eighth grade. He remembered the late nights spent working on it with his father, the shared laughter. Now, the project felt like a distant echo, a reminder of what was lost. A heaviness settled over him.

He picked up a crayon drawing of a dinosaur, a creature he’d always loved. It was a clear echo of the man his father had been. He wished he could turn back time. The air around him felt still, heavy. He felt, more than anything, utterly disconnected from the world.

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