The silence in the dorm room was thick, suffocating. He’d shared this space with his teammates, the sound of their laughter, the smell of their late-night snacks, the easy ebb and flow of their shared lives. Now, he was alone. The empty bed across the room seemed to mock him.

He turned on the TV, flipping through channels, searching for something, anything, to fill the void. He found nothing, only flickering images that failed to hold his attention. He slumped on the bed. His eyes scanned the room, landing on a half-packed duffel bag. A slow, heavy feeling settled over him, the kind that makes your limbs feel weak, your mind cloudy. He just sat there, waiting.

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