The flickering fluorescent lights of the dingy apartment seemed to mock Clara. She’d received the email, the stark words cutting through her already frayed nerves. Scholarship denied. She felt the familiar sting of tears welling up in her eyes.

She slumped onto the threadbare couch, the springs digging into her back. The silence of the apartment was suffocating. She used to call her best friend every night, but lately, they had drifted apart. Everyone was busy.

She reached for the remote, switching on the TV, but the images on the screen seemed distant and meaningless. She wanted a hand to hold, a shoulder to cry on, someone to simply… be there. Her chest felt heavy.

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