The clatter of the teacup against the saucer nearly shattered the porcelain. Aunt Carol’s placid smile, usually so comforting, now seemed to mock him. He clenched his jaw, the muscles in his neck protesting. "So, you're saying... you're *leaving* us?" he managed to choke out, his voice tight.

He stared out the window, at the familiar oak tree that had been in his family for generations. He wanted to go outside and take it out on the tree, maybe see if it can handle the rage simmering under his skin. He didn't understand. She'd been raised the same as him, the same church, the same traditions. Now, this?

He grabbed his coat and slammed the door behind him. The air outside was cold, but it didn't do anything to quell the storm raging within him. He just wanted to scream.

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