"What happened?" her roommate, Liam, asked, his voice muffled through the door. Sarah didn't reply, too consumed by the abyss. The B- on her history paper felt like a betrayal. She’d stayed up all night, fueled by desperation and instant noodles. It was supposed to be perfect. Now, the validation she craved was just out of reach.

She pushed back the covers, the sheets cool against her skin. The dorm room felt vast, the empty desk a constant reminder of her solitude. Liam had gone to a party. She hadn’t been invited.

Her phone buzzed with notifications of celebratory posts from her friend, and she silenced it, throwing it onto the floor with a clatter. She felt a profound sense of isolation, like a small boat adrift on a vast and unforgiving sea. The silence was 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