The overhead fluorescent lights in the office hummed, a monotonous sound that amplified the quiet ache in Olivia's heart. Another late night, another empty dinner. She missed the days when her family felt like a unit.

She saw the account when she'd grabbed her daughter, Ava’s, phone to make a call. A quick peek out of simple curiosity. The phone displayed another side of Ava, with a whole new online social circle. Comments and images depicting a world she wasn't a part of.

A wave of heat washed over her, making her skin prickle. She felt a sharp, stabbing pain behind her eyes, a physical manifestation of the knowledge she didn't know her daughter. The phone slipped from her grasp, landing with a soft thud on the desk.

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