The apartment felt cavernous. Mr. Baker sat in his worn armchair, the remote control clutched in his hand. He flicked through the channels, each program a fleeting distraction, none able to fill the void. The walls seemed to close in around him.

A large, wooden chest arrived, its surface carved with intricate designs. Inside, he found a collection of handwritten letters, each one from a former student, detailing their lives and expressing their gratitude. A wave of emotion washed over him, and a profound sense of connection began to seep into the emptiness.

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