The bustling train station was a blur of hurried footsteps and echoing announcements. The noise, the constant movement, only highlighted the stillness within Olivia. She kept her gaze fixed on the floor, trying to disappear into the anonymity of the crowd.

A woman stopped in front of her, blocking her path. She held a cane, trembling hands. “Excuse me,” she said, her voice strained. “I… I think I know what you are dealing with.” The woman’s eyes were filled with a recognition that transcended words. A shared burden. An unexpected kinship.

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