A tremor ran through David’s hands as he gripped the desk, the polished wood surprisingly cold beneath his clammy palms. His professor's voice droned on, outlining the similarities between his submitted essay and an online source. Afterwards, he had to take a shaky walk back to his dorm room.

The communal kitchen, usually bustling with students grabbing snacks, was eerily empty. He found himself avoiding the eyes of his fellow residents. Even the cheerful posters advertising campus events seemed to mock his isolation. He hadn’t joined any clubs, preferring to stick to his studies. Now, the weight of his solitude felt heavier, a palpable pressure on his chest.

He stared at his reflection in the dorm room window, a stranger staring back. His appetite had vanished. He hadn’t eaten anything all day, his stomach twisting in knots.

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