The doorbell rang. Liam opened it to find his father, beaming, holding a casserole dish. Liam’s palms immediately began to sweat. “Dinner’s on us, son! Come on in!” Liam didn’t want to go in. He desperately wanted to turn around, to pretend he wasn't there. He was incapable of making any decisions. He was utterly useless.

The moment he stepped inside, the perfume of his mother hit him like a physical blow. He felt a sudden urge to flee, but he forced himself to stand still. He watched as his father set the dish on the table, the casserole's aroma mixing with the smell of the house. Liam's breathing accelerated, a rapid, shallow pant.

He made it through the meal somehow, but the silence between them was deafening. He couldn't look at either of his parents for more than a second. Afterward, alone in the guest room, he sat on the edge of the bed, his legs bouncing uncontrollably. His heart thundered against his ribs, a frantic drumbeat against the stillness.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.401
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359