The party was in full swing, music blasting, laughter ringing out, but he felt utterly detached, a ship adrift in a sea of revelry. He nursed his drink, the ice clinking a lonely rhythm in his hand. He’d come hoping for connection, but the noise and the chatter just amplified his current state. He fumbled with his phone, meaning to text his brother, but instead, sent this to his coworker. "Not feeling it." The reply was almost immediate: "Uh, what?" He decided to leave.

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