Sarah’s thumb hovered over the ‘accept’ button. Years melted away, and she could practically smell the stale popcorn from the school cafeteria. Michael, the one who used to trip her in the halls, was now requesting her friendship. Her apartment was silent except for the hum of the refrigerator. She hadn't spoken to anyone all day, not even the grocery store clerk. The sheer emptiness of her schedule pressed down on her chest. A deep sigh escaped her, and she pushed the phone away, the reflection of her downcast eyes staring back at her from the darkened screen.

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