My chest tightened, constricting my breath. The letter – the devastating words on that official document – were branded on my retina. The scholarship. Misallocated. I gripped the edge of the desk so hard my knuckles turned white. My entire future, the life I'd envisioned, was collapsing around me. The small room seemed to shrink, the walls closing in. Tears, hot and stinging, welled in my eyes, blurring the already distorted reality. I wanted to scream, but the sound caught in my throat, a choked sob.

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