"Seriously?" Mark muttered, staring at his phone screen. Ms. Chen, his English teacher, had requested to follow him. His mouth twisted into a grimace. He felt a deep, twisting discomfort. He'd never really liked her. Now she was going to be watching everything he did online?

He kicked a pebble across the pavement as he walked home. He thought of all the things he had posted. The political memes, the snarky comments about homework, the pictures with his friends looking less-than-studious.

The next day in class, he avoided her eyes, slouching low in his chair. When she asked a question, he pretended not to hear. Her voice, usually so calm and measured, now grated on his nerves. He felt a pressure building in his chest, a tight, unpleasant sensation.

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