Liam was shaking so badly he could barely hold the yellowed paper. Found tucked inside his father’s old tackle box, it was a list, his father’s, in that familiar, loopy script. "Climb Mount Everest." "Learn to play the ukulele." "Tell Sarah I love her." Liam's throat constricted, a lump forming that felt as though it would never go away.

The garage, usually smelling of sawdust and oil, suddenly seemed to suffocate him. He stumbled backward, knocking over a can of paint that splattered across the concrete floor. The words swam before his eyes, blurring into an incomprehensible mess. He ran a hand through his hair, his fingers tangling in the strands.

He sank down onto an overturned bucket, the list a crumpled mess in his grasp. "Build a treehouse for my grandson." The last entry, underlined in a thick, black pen. Tears streamed down his face, leaving dirty streaks on his cheeks. He could barely breathe, the air feeling thin and inadequate. The world seemed to shrink around him, focusing entirely on that single sentence.

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