The emailโ€™s subject line screamed at him. Mr. Abernathy. The man who made him memorize endless facts that he forgot as soon as the test was over. The man who belittled his questions. His daughter, Lily, was going to be in his class.

He felt the blood drain from his face, leaving him feeling lightheaded and weak. He dropped his phone, the sound echoing in the sudden silence of the room. His hands began to tremble uncontrollably, and he felt a wave of nausea wash over him.

He sank into a chair, his body feeling heavy and leaden. He looked at the photograph of Lily, her bright, innocent smile. He had to protect her. He needed to find a way to shield her from a repeat of his own unhappy experience.

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