He stared at the notification on his phone. IT. He was being transferred to IT. He let out a strange, involuntary laugh, a sharp, brittle sound that echoed in the quiet office. He clutched his chest, as if trying to contain the panic that was threatening to consume him.

His vision swam. He blinked, trying to clear his sight. He felt a cold sweat break out on his forehead. He began to pace his office, the linoleum cold beneath his feet.

He was suddenly overwhelmed by the scent of something he couldn't quite place, but it was suffocating. His breath came in ragged gasps. He started to mumble under his breath, repeating the word, "Why?" over and over again, as if it were a mantra. He clenched and unclenched his fists as he tried to catch his breath.

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