“This is a joke,” Mark muttered, his voice low and dangerous. He crumpled the test in his fist. He was usually the top student in the class, the one everyone came to for help. Now, a seventy-eight. He felt his muscles tense, and he shifted his weight, wanting to pace, wanting to explode. He took a deep breath, trying to regain some semblance of control. The small, cluttered classroom suddenly felt suffocating, and the faces of his classmates, normally familiar, now seemed to mock him.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296