“The allergies!” David’s voice was high-pitched, almost squeaking with the force of his emotions. He was pacing the length of the hallway, clutching his chest as though he were trying to hold his heart in place. His breaths were short and shallow.

His roommate, Leo, sat on the couch, stroking the head of the fluffy dog. “David, it's hypoallergenic.” David's response was a loud, unconvincing scoff.

"The… the fur! The dander! The… the *sneezing*!" he stammered, feeling a physical pressure building behind his eyes. He pictured himself perpetually congested, his life consumed by sniffles and tissues. He felt trapped. He needed to be away from this.

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