"No." The word burst from Liam like a strangled sob. He felt a sudden, crushing weight in his stomach, a physical manifestation of his disbelief. He squeezed his eyes shut, trying to force the reality away, to erase the image of his daughter, Maya, in her new attire, a smile playing on her lips. His head throbbed, a relentless, pounding rhythm. He struggled to find his voice, to formulate a coherent sentence, but only fragments escaped his lips, choked and fragmented. He felt a desperate urge to flee, to escape this suffocating room.

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