“Dad… you…” Emily stammered, the words dissolving into a jumble of incoherent sounds. She sat on the edge of the hospital bed, her father’s words echoing in her ears. A daughter. Another daughter. The room swam into view and then out again. She couldn't focus. She felt the urge to jump off the bed. She couldn’t sit still. Her hands fidgeted and trembled uncontrollably. Tears stung her eyes, blurring the already indistinct image of her father. She felt like she wanted to scream, to lash out, to rip the hospital room to shreds.

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