The world tilted. Emily grabbed the edge of the kitchen counter for support, her vision swimming. The listing photos, so bright and cheerful, mocked her. The dining room, where her grandmother had always made Christmas dinner, now had… granite countertops.

She could barely swallow. Her throat felt tight. "This isn’t real," she choked out. She tried to take a deep breath, but it got stuck halfway.

Her phone vibrated in her hand. It was a text from her sister, "Did you see?" That was all it said. Emily just dropped the phone, the screen cracking as it hit the floor. She stared at it, unblinking.

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