Rain lashed against the windows of the university library, mirroring the frantic drumming of Leo’s heart. He stared at the scholarship revocation letter, the words blurring into an indecipherable mess of bureaucratic jargon. The weight of his impending financial burden pressed down on him, a physical ache in his chest.

He had spent so many nights in this library, surrounded by the rustling of pages and the hushed whispers of other students, yet it felt like he was stranded on a deserted island. Each head buried in a textbook was a world he couldn't access. The thought of losing this support, this lifeline, sent a wave of nausea through him. He rubbed his temples, a headache blooming behind his eyes.

He closed his laptop, the dim glow of the screen reflecting in his vacant gaze. The empty space beside him on the table suddenly seemed vast, echoing the hollowness in his chest.

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