"No, no, no, no, no," he muttered, his voice barely a whisper. The message glared at him: "Samantha Green sent you a friend request." His heart leaped into his throat. He squeezed his eyes shut, trying to wish the notification away, but it remained.

The memories came unbidden: Samantha's icy gaze, her cutting words, the constant, low-level harassment. He felt the familiar weight of self-doubt, the feeling of being inherently flawed. The crushing, inescapable feeling of being wrong.

He paced his small apartment like a caged animal. He ran his hands through his hair, tugging at the strands. He needed to get away, to disappear, to escape the suffocating grip of the past. He wanted to break something, to scream until his voice was raw.

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