The disciplinary hearing felt like a trial, with Liam as the sole defendant. He clenched his jaw as they laid out their evidence, feeling the blood drain from his face. His carefully constructed life, built on academic excellence, felt like it was crumbling around him.

He walked back to his apartment, the campus pathways suddenly alien and unfamiliar. The groups of laughing students seemed to mock his situation. He felt a desperate need to retreat and hide.

He had always been fiercely independent, valuing his solitude. But now, that solitude felt like a prison. He spent the evening staring at the ceiling, the silence punctuated by his own ragged breaths.

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