He watched her from across the room, a knot of unease tightening in his chest. Liam recognized the way Chloe moved, even from this distance, the way she tucked a stray strand of hair behind her ear. He hadn't seen her in six months. The last time, things had ended badly. Now, here they both were at Mark and Sarah's wedding, forced to coexist.

He took a large gulp of whiskey, the burning sensation a temporary distraction from the ache in his chest. Everything about the room, the happy couples, the music, the laughter – it all felt like a cruel joke. He picked at the corner of the tablecloth, a nervous habit he'd developed during their relationship.

"Having fun, Liam?" Mark clapped him on the shoulder, oblivious. "Chloe just asked about you!"

His throat constricted. "Fantastic," he choked out, forcing a smile.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224