He saw the article on Twitter, a shared post from his old high school. "Inspirational Essay on Overcoming Adversity!" The headline felt like a personal insult. He’d worked so hard to put those memories behind him, the struggles that were now supposed to be some sort of inspirational tale. He scrolled down and there it was, the essay he wrote for college application.

He grabbed the nearest beer from the fridge, the can cold against his sweaty palm. He cracked it open and took a long swallow, the carbonation stinging his throat. Now, the whole world could read about his dead father, his broke family. It was all laid bare for everyone to see. He felt a cold rage settle into the pit of his stomach.

"Bullshit," he growled under his breath.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.485
aggravated0.263
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210