The printer spat out the final pages of the exam. Mr. Diaz let out a low growl, the sound barely audible over the whirring machine. He’d spent hours preparing this, and he knew half the class would fail. The utter apathy. The blatant disregard for learning. It grated on him, a constant, low-grade ache.

He noticed a box sitting on the floor by his desk, seemingly unnoticed. A small, unassuming package, addressed in familiar handwriting. From Emily. She was always so quiet, always on time, always respectful. A former student. He kicked it across the floor.

He stooped and retrieved the box. Inside was a framed photo of them, taken at a class field trip. He put it on the table and walked away.

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