“Another day, another unfamiliar face,” Mark thought, as he sat down in the human resources department. He had wanted a new challenge, a change of scenery, but the change felt isolating. The constant stream of new faces and the impersonal nature of the work left him feeling unmoored.

He tried to participate in the coffee runs, but the conversations were brief and superficial, focused on work-related matters. He spent his lunch break on the park bench. The sun felt warm on his face, but the pleasant sensation didn’t soothe the ache inside. He missed the easy familiarity of his old team. The silence between the conversations felt deafening.

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