The trophy case in his bedroom shimmered in the late afternoon sun, reflecting the emptiness he felt. He ran his fingers over the awards, each a tangible reminder of past triumphs, of a time when he felt connected, purposeful, a vital part of something bigger than himself. But now those moments felt far away, relics of a different life.

The room, usually his sanctuary, now felt like a prison. He sank onto his bed. His gaze drifted to his unopened textbooks. He wanted to fill the time, but the motivation wasn't there. He was alone with his thoughts and felt like there was a vast, empty space where something important used to be.

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