The chipped mug slammed onto the desk, the lukewarm coffee sloshing over the side. Mr. Henderson surveyed the mountain of ungraded papers, each one a testament to the students’ apparent inability to grasp basic concepts. A vein throbbed in his temple. He’d spent the weekend preparing these lessons, and for what? To be met with blank stares and half-hearted attempts. A crumpled manila envelope sat amidst the chaos. It was addressed to him, in a familiar, sprawling handwriting.

He ripped it open, the paper tearing with unnecessary force. Inside was a framed photograph, a class picture from ten years ago. A picture of *them*. He remembered their faces, their juvenile antics, their endless questions. And now? They were probably out there, contributing to the general idiocy of the world. A small, neatly wrapped gift sat nestled at the bottom of the envelope. His jaw clenched.

He grabbed the gift, a small, square box, and hurled it into the wastebasket.

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