A wave of dizziness washed over Evelyn. The project she had poured her heart and soul into, the manuscript about the lost city, was published. But, someone else's work was *identical.* She scrolled through the online article, a cold dread creeping into her bones.

Her hands shook. She reread her own words, and then again the words of the imposter. It was like staring into a twisted mirror. The words were the same, but the meaning seemed to have been twisted, as well.

The world swam. She stood up abruptly, knocking over her chair. It clattered to the floor, and she barely registered the sound. She felt like she was trapped in a nightmare.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359