The house was too quiet. Every creak of the floorboards, every rustle of leaves outside, amplified the emptiness. The photographs on the mantelpiece smiled back at her, a constant, silent reproach.

She found herself staring, almost against her will, into the pawn shop window. There, amidst the clutter, was a glimmer of familiarity. Her grandmother’s ring. The intricate knot design, the way the light caught in the stone. A sharp pang of sorrow pierced through her.

She went inside, a shaky breath escaping her lips. The shopkeeper, a man with a kind smile, greeted her. “Looking for something special?” She nodded, unable to speak, the weight of unspoken feelings pressing down on her.

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