The bus rattled along the familiar route, but the scenery seemed blurred. Amelia stared out the window, unable to focus on anything outside. She had always looked up to Jessica who had told her she was a CEO. Today, Amelia had seen her, working as a receptionist in a dull office. A sense of displacement enveloped her like a shroud.

She disembarked at her stop, the city streets bustling with people. She felt a profound separation from them, as if she were walking through a dream. The usual comforts of the city held no appeal. She walked towards her apartment, the path ahead shrouded in a mist of uncertainty.

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