He stared at the email, the words swimming before his eyes. *Mrs. Albright.* The name felt like a punch to the gut. The woman who had made his fourth-grade year an exercise in constant anxiety. He closed his eyes, remembering the constant fear of being called on, the way her gaze could make him shrink.

He stood up so fast that his chair clattered to the floor. The sound was surprisingly loud in the quiet house. He began pacing, his steps heavy and rapid. His son, Ben, loved school, he was eager and excited. Now, the thought of Ben being subjected to the same rigid, unforgiving teaching style filled him with a potent sense of unease.

He needed to change this. He was going to make sure Ben got a different experience. The prospect of failure made him feel his stomach churn.

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