The empty classroom was a stark reminder of his isolation. Mr. Evans walked the rows of desks, the ghosts of students’ laughter and chatter a distant memory. The school year had ended, and the silence was deafening. He poured himself another cup of weak coffee, the bitter taste mirroring his mood.

The janitor knocked, handing him a slightly battered box. Inside was a collection of vintage board games, each one meticulously cleaned and lovingly restored. A note, written in what appeared to be crayon, said, "Have some fun, Mr. Evans! - The Williams Family." He chuckled, a genuine sound that surprised him. A forgotten sensation of connection stirred within.

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