The worst part, for Liam, was the anonymity. He couldn’t confront the person who’d leaked his diary; he didn’t even know who they were. It was a faceless tormentor, hiding behind a screen, exposing his vulnerabilities. He felt powerless, trapped.

He walked through the park, head down, barely registering the sunlight. The trees, usually a source of comfort, now seemed to leer at him. His phone buzzed in his pocket. A new notification. He ignored it. He was tired of being hunted.

He stopped, kicking at a stone. He imagined the perpetrator, whoever they were, smirking behind their computer screen. He wanted to rip the internet apart. He wanted revenge, not in a grand way, but a quiet, satisfying punishment, he knew he would never get.

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
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210