The silence hummed in her ears, a constant, oppressive presence. Sarah wandered from room to room, touching objects, hoping to find a connection, a resonance. The world outside the window seemed impossibly vibrant, filled with a life she wasn’t a part of.

She decided to get dressed, to do something, anything. Perhaps a walk around the block? Then, she noticed a new storefront. A sign, painted in elegant script, proclaimed: "Therapy Services - Dr. Kevin Walsh, PhD."

Her heart slammed against her ribs. Kevin Walsh. The boy who’d made her life a living hell. She wanted to scream, to run. Instead, she stood frozen, the world narrowing to that single, unwelcome name.

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