"Another round?" the bartender asked, his voice a low hum. Sarah shook her head, tracing the condensation on her glass. The bar, usually a vibrant space, felt vast and echoing tonight. The laughter of the other patrons felt distant, muffled. She had come to the bar to feel close to others but ended up feeling further apart. Liam, her date, was late.

She’d rehearsed all afternoon what she would say. She wanted to tell him about the dream she had last night, a vivid one where she was soaring over a city. Now, the words felt like ashes in her mouth. She took a deep breath, the air thick with the smell of stale beer and desperation. A text arrived, “Traffic awful! Be there ASAP! Xoxo.”

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