The email sat in her inbox like a landmine. Subject: "Welcome to Grade 5, Amelia!" The attached list of teachers. Ms. Peterson. Her eyes flicked over the name again, disbelief battling with a slow, creeping burn.

She stared at the screen for a long moment, the tiny blue glow casting an eerie light on her face. Her breathing became shallow and rapid. It was a joke, a cosmic prank. This had to be.

She threw her phone down on the bed, the action abrupt and violent. The phone bounced off the mattress and landed on the floor with a thud. She kicked at the duvet in frustration. This day was ruined. This entire school year was ruined.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290