The tiny script on the official document blurred before Sarah’s eyes. She blinked, trying to focus, but the words still swam. Disbelief, a cold, sharp shard, pierced through her. Then, slowly, the simmering heat began to rise.

She ripped the notice in half, then again, and again, until it was a pile of useless fragments. Her hands trembled. She envisioned setting the remnants on fire, watching them turn to ash.

She took a deep, ragged breath. Her teeth were clenched so tightly her jaw ached. She wanted to scream, to lash out, to break something, anything.

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