“Right, let’s get this over with,” Daniel mumbled, his voice tight. He forced himself to walk through the front door, the wood groaning beneath his weight. His sister, Olivia, was practically bouncing with a manic energy, already taking photographs of everything.

His stomach lurched. He felt a desperate urge to run away. The thought of sorting through the contents of the house was overwhelming.

His hands were clammy, and he kept rubbing them together. He wanted to cry out, to demand they leave, that this wasn’t happening. He clenched his jaw, trying to stop the tremors that threatened to overtake him.

The living room felt too small, the air too heavy. He took a shaky breath, trying to regain control, but the house was a monster, and he was being swallowed whole.

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