The email arrived, and the subject line blazed with the subject: "Welcome to Ms. Crabtree's Class!" Daniel felt as if the air had been knocked from his lungs. It was an old injury, a fresh stab wound. His son, Ethan, would be facing the same teacher who made Daniel's childhood miserable.

He reread the message, his vision blurring slightly. He felt a deep, chilling dread. His hands began to shake. He wanted to erase the message, erase the name, erase the entire situation.

He slammed his fist against the desk, a loud, jarring sound. He stood up and took a long, deep breath. He needed to get away, to escape the suffocating weight of the past. He went outside and stood by the car, and just stood.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262