The silence in the house was a palpable thing, thick and heavy. Maria had tidied the kitchen, dusted the furniture, watered the plants, but the emptiness remained.

A persistent whine at the back gate. Buster, again. She could see his tail wagging excitedly through the slats.

She opened the gate and he bounded in, immediately going for her. She was usually annoyed, but today a warmth spread through her.

She knelt down and hugged the dog, burying her face in his fur. “You silly thing," she whispered. The scent of wet dog, and something else, something good, grounded her.

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