The sight of the empty driveway hit Clara like a physical blow. Her car, her only connection to the outside world, was missing. She felt a wave of nausea wash over her. It had been parked in precisely the right spot.

She touched her chest, feeling a pressure she couldn’t name. The abrupt emptiness of the space amplified a similar void that seemed to have taken up permanent residence within her.

She had spent the day at home, working on a project. She would usually play music, but she had grown tired of even that small diversion. She wandered through the rooms of her home, the silence growing with each step.

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