"No, no, no," whispered Chloe, her voice barely audible. The email's message was a punch to the gut. The scholarship was her only chance. The campus, usually a vibrant space, now felt like a prison.

She walked away from the Student Union, the faces of other students blurring as she passed. She headed towards the library, seeking refuge in the familiar rows of books, the quiet, the smell of paper, and the sense of order that was usually so comforting.

But today, even that felt distant. She sat at a table, clutching her head in her hands. She felt adrift in a sea of disappointment, lost without a map, without a friend, without any clear idea of where to go from here.

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