The invitation sat on the kitchen counter, a bright splash of color against the drab backdrop of a life that felt… incomplete. "Twenty years." The phrase echoed in Mary's mind, a constant, nagging reminder of what had, and hadn’t, happened.

She poured herself a glass of wine, the clinking sound unnaturally loud. Her gaze drifted to a photo album, old pictures of her class. Her heart ached with a nostalgic longing she couldn’t quite name.

She wondered what everyone else was doing. Were they happy? Successful? She closed the album. Going to the reunion felt like a test, one she wasn't prepared to take.

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