The antique trunk in the attic had always been forbidden territory. Now, with the house feeling vast and echoing since Mom’s passing, Sarah ignored the rule. Dust motes danced in the single shaft of sunlight cutting through the gloom. Inside, a sea of neatly organized folders. Each one, a school year, meticulously labeled.

She pulled out the first one, “Kindergarten – Sarah Miller.” A wave of something akin to being underwater washed over her. Within were crayon drawings of stick-figure families, stories about her pet hamster, and a perfect penmanship sample. She felt a tightening in her chest, a physical ache she hadn't anticipated.

A small, folded piece of construction paper caught her eye. Inside, a childish declaration: "I love you, Mom!" Tears pricked at her eyes, blurring the page. The silence of the attic pressed in on her, heavy and suffocating. She sank to the floor, the trunk’s wooden edge digging into her back.

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