The aroma of baking bread filled the kitchen, but it didn't lessen the weight in Lisa's chest. She had a mountain of things she should have been doing but felt unable to move.

A frantic scratching at the back door. Buster.

The dog's escape had come at exactly the right time. She welcomed him to come in.

She found herself chatting to the dog, telling him about her day, about everything that was wrong. The dog listened, head tilted. In a strange way, she felt better.

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