The elevator doors opened onto a glittering rooftop bar, music pulsing through the air. The crowd was packed, a sea of chattering voices and flashing lights. But all John could focus on was his own awkwardness as he surveyed the scene. Emily was supposed to be here, too.

He felt like an intruder, an outsider looking in. The weight of anticipation was replaced by a hollow ache, a familiar sensation. He took a sip of his overpriced drink, the bubbles mocking the emptiness inside. He was always hopeful for connection, only to be left abandoned at the mercy of his own thoughts.

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