"Impossible," she muttered, staring at the screen. The university website, usually a source of mundane updates, was now a harbinger of doom. She had poured her heart, her time, everything into this place. The world had shrunk, becoming all about the university.

She found herself avoiding eye contact in the hallways. The usual greetings felt hollow, the smiles forced. Every shared joke, every casual conversation now felt burdened by the impending loss. The silence in her dorm room, once a sanctuary for study, now felt like a suffocating blanket.

She tried to call her mother. The conversation was stilted, a series of polite exchanges. She put the phone down, and the absence was immense.

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