"No, no, no," whispered Daniel, his voice barely audible above the ringing in his ears. The lab. Empty. The familiar clinking of beakers and the hum of machinery, now ghosts. Professor Ramirez, his rock, his guide, his everything…had vanished. Daniel ran a hand through his hair, tugging at the strands. He needed to understand. He needed an explanation. He needed… something. He felt a pressure building in his chest, making it difficult to inhale. He felt like he was going to explode. He slammed his fist on the workbench, and the force of the blow made his arm ache.

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