The pounding started again. Liam slammed his fist on the kitchen counter, rattling the coffee mugs. He could feel his jaw clench, a muscle aching along his cheekbone. This had to stop.

He stormed out the back door, boots thudding on the wooden deck. The sunlight felt oppressive, too bright, mocking. He marched toward the fence, a dark silhouette against the vibrant green of the lawn.

"Could you keep it down?!" he roared, his voice rough, unused to such volume. He saw his neighbor, a skinny man with perpetually surprised eyes, flinch and turn off his power tools. Liam crossed his arms, waiting.

The silence that followed was a temporary balm.

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